{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bt2/n1KlTRCIRmbHNarXKB/7DH/6QdDpNVVUVp0+f5je/+Q1f//rXMZvNpNNp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zMuLv9pDFuzZg0vv/yyzTG//fZbHBwcaGpqorW1FaPRyAsvvMBPP/3E8OHDr3tuq1atom/fvqSk\npNxSD9nPz69j0qRJ2Nvb4+HhgcViwWq1IpfLRQhw0KBB5OXlYbVaefLJJyksLOSrr74iJibGhq9x\ncXEUFhai1Wp5++23qa2txWq1otFoCAgIwMenczf+97//XfDVzc2NvLw81q9fL87phx9+wGg0EhER\nQU5Ojo0BBFi+fDmPPfYYp06d4ujRo0ydOtWGr+vXrxd8bWxsZO7cuUyaNAlPT0+USiXt7e0EBgay\nb98+pk6dilKpZPjw4bzyyiu4ubnh7u5OUFAQ48aNo6mpCYDCwkJ69+7NmTNnMBqNDB48mFmzZnW7\nmH7wwQe8+OKLzJo1C09PT0wmEwUFBYSGhlJfX8/jjz+O1WrF399f8PV/v+fWe8hKpRIAhUKB1Wql\nd+/e3H333eImDAwMxMHBgejoaFQqFbt37+bUqVOkpqYycuRIcnJymDp1KkVFRXh4ePDYY48xY8YM\nioqKUKlUtLS00NjY2WyTmZmJRqNBoVBQX1+P2WzGy8sLR0dHDhw4AHRu9T09PRk+fLhYzSRIHspb\nb70lQgL29va0tLRQVFTEJ598wqeffkpjYyOFhYWMHj2aBQsWsHbtWhYtWoSzs7OIHUsGcfTo0dx3\n330A+Pn5ASCXy4mJiQFApVJhsVi4/fbbAejfvz9Dhgxh3759/Otf/7rq95w9ezaurq6UlJSg0+nw\n8vIiOzub0NBQmpqaiI2NpX///lgsFvLz88X73N3db+ay/R/BkiVLbP5fsGDBVcYY4J133unWGAO8\n++67uLu72xjjLVu2iDhtaWkpU6ZMYd++fVit1hs+t08//fQPjXFaWhqrV6/m/vvvv+q5ZcuW8d57\n74n/e/XqxZ49e1i9erU45pAhQ+jTpw89e/bE29tbhGH+yBivXr1a/H2zXtSNQuKrUqnEarWSkJDA\noEGDMJvNNDc3ExQUhFwuJyoqCpVKxffff8/p06cZNWoUI0aMIDc3l+eff57CwkI8PDx4+OGHefvt\ntwVfTSYTen1nQ15mZiZVVVWCryaTCbVajaOjo9hlbNiwAQ8PD4YNG0a/fv1sjLG0c3r99ddFSMDe\n3h6TyURxcTHbtm3j888/p7GxkaKiIkaNGsXcuXNZv3498+fPx8XFBXt7exGX9vf3JzU1VVyDrnzt\n2bMnAK6urlgsFrG433HHHQwePJj9+/fz9ttXaQ2RlpaGSqUSfFWr1Vy6dMmGr3fccQcWi4XLly+L\n940YMeKGr9lN7X2dnJzo06cPzc3NIhjf0NBAWloay5Yto7a2FrPZTGFhISEhIbz00kts2rQJjUbD\njz/+iMlkYuLEiYwZMwar1crJkycJCgqiubmZrKwsgoKCcHZ2prCwEEdHR86ePYvRaMTd3R2z2Uxr\naysqlUoYRZlMhlKpRK3+j3JeTU0Ne/fuxdHR0ebcKyoq8Pb25vTp0+Tk5LBu3bpuv+NLL73EqlWd\n3baNjY0sW7ZMrM75+flER0cDkJWVhcViYerUqfj7+3P69GmSkpLw8PC46pgKhYKNGzfaxFPT09Pp\n0aMHvXr1YtGiRaSkpLBr1y48PDyEVz516lTq6ur48ccfb9ojvBW4MgYsoTvP96233rL5f8aM7mQB\n/hg//PCDjaH97rvvcHFxucqTevXVV/nqq6+6PUZaWhr29vaYzWbee+89Nm7cSFtbW7fnLGHmzJl8\n+eWX3T4nLezp6el4eXkRHh5OTk4OYWFh4jVnz56lR48eRERE0Ldv3+t+T8nLktCvXz+b0MitglKp\npHfv3iKBJpfL0el0zJ49m5UrV1JXV4fZbKaoqIjg4GDefPNNNm/eTE1NDfv378dkMjFp0iRSUlKw\nWq2cPn2ac+fOUVlZSXZ2NgEBATg7O1NcXIxCoeD8+fMYjUbc3Nxoa2vDbDajUqmEUZT46uXlJc6x\nurqaAwcOXBW6qaysxMfHh/T0dHJzc20WsI6ODhG3f+GFF0RYRK/Xs3DhQsHXGTNmCL7+/vvvWCwW\nli9fjq+vL7/++it9+/YV4ZGuUCgUfPzxxzaPnTlzhvPnzxMfH8/SpUu5++67+fbbbwVfAwMDef75\n56mtrWXNmjVilwDclPNwUx5yW1sbsbGxTJw4Ea1WS21tLT179mTBggUkJiZiMBgoKyvD3t6evn37\n8txzzyGXy/H19aVPnz6EhoYik8nIzc2loqICjUZDnz59UCqVuLi4UFtbK8gkhS8kA6dQKCgqKqKq\nqory8nL27duH2WwmKcl2F/Drr79SUlIitiPQaVjb29u57bbbqKioYNWqVezatUtcSLPZTE1NDQ8/\n/DAADQ0NWK1WRo0aJbyAzz//nLNnzwKd3oAUx/X29kYul+Po6HjN2O6wYcNQKBTs3PkfOdmNGzeK\n8x80aBAlJSUolUpUKhXt7e3CS/Tw8BBxOeiMq1252Py30J0xBq5p2Lqiu/DM9TBy5Egbr9LT01Pc\nZ10xb968a/7WM2fOZMaMGSIRN3nyZJ577jkbI9Ad8vPz6dWrl81jkmd84sQJYmJisLOzo7i4GJ1O\nx+233y6INmzYMEJCQm545yLlPSS0tbXx8ssvEx4efkPvv1G0tbURExPD3//+d7RaLXV1dURFRbF4\n8WISEhJoamqitLQUmUxGYmIiU6ZMQS6X4+3tTe/evQkJCcHOzo68vDwqKytt+Ors7ExdXR0ymUzw\nVaPRCL46ODhQWFiIRqOhoqKC/fv3Yzabr1qwMjIyKC0tteGrXq/HarXSs2dPysvLWbp0Kbt376at\nrVMx12w2U11dzWOPPQYgqjEeeOABwdcvv/yS8+c7VTK78lWtVuPg4IBCoejWGAMMHToUhULB119/\nLR7bvHmzOP8777yT0tJSlEolrq6utLW1iXO5kq/19fViUbgR3FQMOS4urmPs2LFEREQQGBjI2bNn\n6du3L0qlku3bt+Pj44Orqyvu7u6cPXuW0aNHk5eXh6enpwjOW61W7rzzTk6cOIFer2f06NHI5XJU\nKhU6nY6WlhY8PT2xWCzExsaybt06XFxcqKioEKvtkSNHKCkpwcfHxybml5GRQVJSEq+99hpPPPEE\nv/zyC3V1dXh4eODk5MSlS5coLS0lMTGRxsZGsXVzcXGhvr6e119/nT59+vDOO+/Qs2dP0tPTefrp\np9Fqtcjlcmpra4mJiaG5uZmPP/5YlL8tXLjwhn4/nU6Hh4cHmZmZnDx5kri4OOrr68nNzeX8+fO4\nubnh4uJCSkoK999/PyqVinXr1iGTyXBycuKpp54COpMNGRkZ/8/HkK+F7mK1V2LXrl0iaTN9+nQu\nXrx4lcG8GXz33Xf87W83N5N2wYIFuLi4MG3aND755BOSk5Px9PQkOzub+vp6ampq0Gg0zJ49+6qK\nkT/CldUkTU1NqFSqW35d4+LiOiZMmEBYWBgBAQGcP3+exMRElEolO3bswMfHB5VKhZubG+fOnSM1\nNZXLly/j4eGBSqWipqYGq9VK//79OXXqFHq9nlGjRtnw1WQyifh0bGwsGzZsEKWZKpWKYcOGcfz4\ncYqLi/H19bWpsvntt9/o168fb731FuPHjyc9PV3wValUkpubS2lpKb1796axsZHW1lZaWlpwcnKi\noaGB6dOn06dPH/71r38RHR3NmTNneOqppwRf6+rq6NmzJ0ajUVRMeHt7M2/eNcdn2qChoQFPT08y\nMzM5ffo0MTExaLVa8vLyOH/+PO7u7jg5OZGSksK9996Lq6srGzZsEDuBK/JZtz6GXFFRQX5+PocO\nHaKiooL6+nq+/PJL4uPjcXR05Pfff6e+vp6GhgZ69erF3r17KSsr4+zZs1RUVIgVKTo6GoVCgdFo\npFevXsTGxrJr1y6qq6uJiIggOzsbhULB2rVrmTx5Mrm5uahUKvr27UtZWRl1dXUkJSVdRWrJW16x\nYgVbt26lqqoKlUpFfHw8TU1NrFixArlcLmoqGxsbRa1gZGQk+/d3yrKGhoaSnZ1NY2Mj/fv3Z8SI\nEcjlcqKjo2lrayM0NBSz2czo0aOJiIhAq9UCnSuxFFO7ePGizbnNmzePmTNnAp2Ze1dXV4YMGYJe\nrycvLw+VSoVCoSAyMpJHHnlE1GSbzWaxYOzatYsdO3aI5OH/y1i2bBnLly/v9rnrGeO0tDTc3d1R\nKBTodDrhZWzdurXb18+ZM+emz6+9vZ3MzMw/fM2MGTOYPn06dnZ2PP3002zfvh1vb2/y8vIYNmwY\nDzzwgAhpPP/88+J9V3r0Es6ePUtHRwfJyck2j7u6umJnZ3dVTfNfRWVlJfn5+Rw+fJjKykrq6urY\nuXMncXFxKBQKwVedTkevXr3Yt28fZWVlIiwheZVRUVEoFApaWloEX7/77jtqamoICwsjJycHhULB\n+vXreeaZZ8jPz0elUpGYmEh5ebnga1djDJ2hGujMP3zxxRdoNBpUKhVxcXEYDAaWLFliw9empibs\n7OxwcXEhMjJSVLiEhoZy6dIl9Ho9d9xxB/fff7+IjVssFkJCQjCbzaSmphIeHk59fT0dHR1kZmaK\nnNWVfF24cKG4rw4fPoxKpWLw4MHo9Xry8/NxdXVFoVAQFRXFmDFjcHV1BTr56uzsjFarZffu3ezc\nuZMTJ07c8DW7KYMcGBiIn58fUVFRNDY2MnLkSLy8vKitrWXYsGH4+PhgMplwc3Pj9OnTjBs3jilT\npoh6wV69euHp6cm3337L0KFDSUlJYceOHUBnAsTNzY2qqiocHBz45ZdfiIqKYu/eveTl5ZGRkUFV\nVRVVVVXExsaKwPyVMBo7ZVkDAgK45557AES5nGTIvLy8mDBhAnK5nNTUVCZPnsz06dMZNapzkGxm\nZibt7e0iyfPYY4+xe3en0qaTkxNarZaxY8fy448/kpqaSmVlJVarFbVaLbbKkjd3/PhxDh48SEVF\nBXK5nLVr1+Lj40NTUxNLliwhPz8fhUKBUqnE3t5eZGYlVFVVIZfLaWhoYMyYMYwbNw6TyXQzl+3/\nCt54443rhgmuBX9/fwwGAxUVFbi5ubFnzx6USiUPPHDldK1O3Ei975VNDHZ2dvTu3fumzuuZZ57h\np59+omfPnri7uxMSEiKek647ICoOroRcLmf79u1s2rTJ5vFvv/1W5C1uJQICAvD19SUqKgq9Xs+D\nDz6Ip6cndXV1DB06FG9vbxu+PvbYY/zjH/8QfI2Pj8fDw4Pvv/+elJQU7rrrLhF2GzZsGG5ubmg0\nGuRyOenp6URERHDgwAHBV41Gg0ajISYmhqioqG7Psbm5cxpTjx49GDJkCIAol5PCGF5eXowbNw65\nXM6oUaN49tlnmTp1Kg8++CDQyVer1SrCXePHj2fPnj1AZxxdq9XyyCOPsHfvXh588EE0Gs01+Xri\nxAnhcMrlctavXy9qiZcvX05BQQEODg4olUpkMpnNPQCIhUyn0zF69GjGjh1LXl7eDV+zmzLIWq2W\nQYMGCe8tJSUFgG3btuHg4ICdnR0rV65Eq9XywAMPcPToUX744Qd69OjUl966dSsqlQpXV1fKysoY\nMWKEeK6srAxHR0d8fHx48MEHaW//z0xEqfTr3LlzqNVqdDqdiA9deX7nz58X9YsXLlyguroauVwu\nwgxS199PP/3EPffcg4uLC2VlZVy+fBl3d3eR/GhraxMhAilbHRMTw5YtW2hqaqKqqopx48Zx+fJl\n4uPjkclkBAcH23i2gPB6VSoVK1euRCaT0dzcLKonKisrsbe3x8HBgTVr1jB69Gib77R48WKUSiXu\n7u6sXr2anTt3ipLA/xa6W9GvV0/bFfPnd86KnTRpks3jNxpXbmxspKKigra2Nvz9/cVx/sr37pp0\nnDt3Lr/++ut135OWlsaSJUuYO3cuCxYs4Ntvv2X48OHEx8fbvO7f//7j+bebN29mzZo1JCQkoNFo\ncHV15dtvvxXPP/TQQ7zyyis2icJbgYaGBu68805xT0phki+//BK5XI5MJmPZsmVotVpGjBjB8ePH\n2bdvn+Dk559/jkqlQqVSUV5ezv3334+/vz8dHR2Ul5ejUCjw9vbmgQceEPkYgMcff1x4oBJfL1y4\ncNX51dfXc+HCBerr61GpVGRlZQkDbzQa+eyzzwRfDx8+zNChQ3F2dqa8vJzCwkJRlyyXyzGbzSJE\nIHiWSeQAACAASURBVPG1Z8+ebN26FYPBgEajYezYsRQWFnL77bdjb29PcHCw8GxbW1uBTr5GRESg\nUqlYtmwZMpkMo9FIUlKSDV/t7e1ZtWoVqampNl28CxcuRKlU4ubmxgcffMDXX3/Ns88+e8PX7KYM\nslwu58KFC1y4cIGjR4/y97//HXd3d+zt7amoqCAqKop33nkHhUKBTCYjMjKS2tpaAgMDSUlJwc/P\nj71791JRUYFCoeg8AZmMjIwMEc/y9++couLs7ExFRQVeXl6EhISINsyysjIuXbpERUXFVVt3tVqN\nn58fOTk55OXl4eLiQnJyMl5eXrS1tZGRkYG9vb0onQkMDMTZ2RmFQoGnpydOTk4cOHBAbNV27drF\n4cOHxSpqsVgwmUzs2LEDlUrFkCFDSE5O7tZjVSgUbNu2jYEDB7Jz504aGhpIT08XbZ+Sx69QKGhv\nbxfegNRuLKGkpIQxY8aQnJxMfX29WPH/m+ga35Qwa9asG35/V3JKWL9+fbePd4c33nhDtNz6+flx\n5MiRG/7sG8GsWbO4885rz8P85JNP2LNnDzNnzqSjo4NZs2bh7OxMcHAwS5cuRa1W2yxQjz766HU/\n8+WXX+aDDz5ArVbT2trKQw89xIoVthOOiouL//R36g5yuZysrCwuXrzIsWPHmDhxIh4eHshkMior\nK4mMjORf//qX4GtERAR1dXUEBASQnJyMn58f+/fvp7Ky0oavZ8+exdvbG5VKJYy3FDdWq9UEBQVh\nNBoxGo2Ul5eTm5tLZWWlTeIOOj1fX19f8vLyyM/Px9nZmeTkZNRqteCrTCYTfJWqOqTOQ6VSycGD\nBwVfd+/ezZEjR0RSTeLrzp07RcjhrrvuoqWlBcDGkDo6OvLFF18wYMAAvvnmG3Q6HWfOnBF8PXv2\nrNi9t7e3C8++oqLCplOzpKSE0aNHM2jQILRarYjX3/A1u9kLnJaWxsyZM3n99ddFRlWn0/HKK69Q\nWlpKr169hE6D2WxGp9MRGBjIRx99RFRUFDExMbi5uVFUVMTAgQNJTk4mPz8fo9HIjh07+Nvf/kZ5\neTlWqxVfX18UCgWNjY0kJiZSVVXFyJEjRWz4yJEjpKam2pzjL7/8QlBQkM3NvmzZMnr37k1WVhZj\nxozhhx9+YOLEiezatQvo9CReeuklWltbSU9Px87Ojvb2dqqrq9HpdBgMBtzd3cX3lbQZjh8/TnV1\nNV5eXgwbNuyq32vixIkYjUbeeustDh48yKlTp3B3d0er1YqbQqqN/uSTT8jMzEQmk9HQ0EBFRQXD\nhg0TIYyDBw8KHYiuZX63Cl0bHjZv3kyvXr3o37//nzrW7Nmz2bx5s41ncKMJLwkBAQF4eHig1Wpt\nQgBbt26lqamJpqambmtF/ww+/fRTsRsCW8++tbWVtLQ0Ojo6qKysJCAgQDTzLFiw4LrlfZ9//rko\n2eta6paWlia8Mwm32kO2t7dn9uzZzJkzh2nTpgmNloaGBt58803Ky8uJjY3Fz88PnU6H2WymoaGB\ngIAAtmzZQmRkJLfddptoN25tbcXR0VHw9d///je///475eXl6PV6wVe9Xk/v3r2pqqpixIgRIjZ8\n/Pjxq84xPT2dgIAAmzr2lStX0qtXLy5evMhDDz3E3r17GTdunAgb6nQ6XnjhBcxmszDaVquVmpoa\nwVdXV1c8PT2ZNm0a4eHhWK1WTpw4QU1Njejeu1LzYvz48SLJf+jQIU6fPo2bmxtarVY4XVJt9Ecf\nfURmZiZarZaLFy9SWVnJkCFDRAXU4cOHUSqVFBYWCl7dCG6qysLb27vj6aefRiaTsXjxYqCzX3zZ\nsmXk5eWRkJBAeno6K1asYN26dajVajw9PamtrWXQoEFkZ2ej1+u5cOECo0ePpr6+HkdHR4qLi5kz\nZw7btm3D0dGR8PBwLBYLOp2OrKwslEolFRUVlJWV8dxzzwGdXoyrqytr1qy56jz1ej2TJ08mKSkJ\nhUKByWSiR48e/PDDDygUCiZPnszOnTtpaWnB29uburo6VCoVK1asYNmyZZSUlCCXyxk4cCA+Pj6s\nXbuW4OBgnJ2dqa+vZ8KECezfv/+GqyskSLHDvLw82tvbaWlpwc7OjoceekhkqaWbZ926daJo/b77\n7qOkpISKigpyc3P54IMP/mtVFmlpabz77rs2MdG/ghsxWt1h165dWK1WkSBzcXG5qgvzRjF37tyb\n8vA7OjqYN28ezs7OQiTLwcGB559/3qbkUOLOjfxW8+fPFxoYEpYsWWITSgkLC6OoqOiWXVcfH5+O\n5557Djs7O3GvtrS0sGrVKhu+Llu2jA0bNuDp6YmHhwd1dXUMHDiQnJwc9Ho9Fy9eJDU1Fa1Wi0Kh\noLS0lJkzZ/LFF1+gUCgICwsTfM3OzhZ8LS8v5+mnO0frSeHK7mLljY2NvPjii/Tr10/w1d/fn717\n9+Lg4MBzzz3Hv//9b0wmEz4+PtTW1uLq6sqSJUtYuXKl4OuAAQPw9vZm/fr1BAYGimT43//+d376\n6acbrq6QsHnzZqCzJNJqtWI0GpHJZKSmpmKxWIiJiSE8PJz29nY2btwoHhs+fDglJSVUVlaSl5cn\nLfa3vsoiLCyMpUuXCmNsNptJT08HOoPy7u7uJCcnM2PGDHQ6HW+88QbPPvssFRUV/PTTT5w9e5bI\nyEiGDh1KVVUVTk5OeHt7M3jwYL7++mtKS0upqqoiMTGRgQMHUlhYaNPuqdfrKSsro6SkhLi4OJKT\nk7stunZzcxMXzmAw0NTUxIkTJxg4cCDQqZkgk8mwt7dHqVRiMpnECnjhwgXWrFnDypUrGTdunKjC\nkMlkGAwGrFYre/futTHGUuG9VqvFbDbz448/XnVOb775Jq2traKLSa/X097ezj333MN9992HUqkk\nKysL6Mz4Tp48mVdeeYWGhgb0ej0mk4nAwEDGjx9/zSz+n0VQUBD79+9n69atQqXqj7BgwQLKyspu\n6NhXGuOuWhZ/hDFjxtDY2IiLiwsODg706NHjutUUUp3qlZC2tPPnz2f+/PlXdRV2xcaNG9mwYQNu\nbm68/vrrvP3227zxxhtMnz4dpVLJtm3b6OjoYMWKFUL161roqp0hxTXhP12NVzbT3OqQRV1dHYsW\nLRL3amtrKxkZGUBn4tTNzY3k5GT+9a9/odPpePXVV3n66aepqKjg8OHDnD17loiICAYPHoxGo0Gp\nVOLt7U1ycjK7du2itLQUjUZDQkICAwYMoLi4WPDVwcGBxsZGysvLKS0tJTY2lrvuussmNyTB3d0d\nb29vampqMBgMGAwGfv75ZwYMGAB0apRIcVtHR8er+Lpq1SqWLVvG2LFjBV/t7e0xGAxC16arMW5u\nbqa9vZ36+npaW1vZu3fvVef0z3/+E7PZLLxjia9Dhw5l+PDhKJVKsrM7pZezsrJ45plnePnll9Hp\ndDQ2NmIymQgICOCxxx67Kon7R/hLbpBCoSAlJYULFy5QUFDAP/7xDy5duoSXlxfr1q0TW4P333+f\n6upqBgwYIASHQkNDUSgUuLi4iASY1Dkkl8vZunUrOp0OuVxOeHg4iYmJJCUlceTIEZEUc3d3t2m2\n6AqVSsXLL7+Ms7OzKFy3WCw2SmxyuRyTyYTVahXhiM8++8zmOEOGDMFoNGJnZ0dzczMGg4GFCxdy\n6dIlioqKyM/P5/PPP0ev16NWqzl9+jQjRoygpqbG5jh+fn44OjpSU1MjwhVmsxl3d3cuXbokjMa6\ndes4efKk6EwaN24chw4dIjs7m6amJrKysm65uJBSqSQzM5P4+HjRyt41Tv3RRx+Jv9esWcOMGTP+\nVOndl19+KUr/bgStra34+fkRHBxMS0vLdQvsr7XbM5vNzJ8/XyzCHR0d1NV1PzF+8uTJTJkyhenT\np4vHugokPfHEE3zzzTdXlXB1h66vef3118XfDg4OvP/++9d9/62Go6Mjd999NxcuXKCoqIhnn31W\n8HX16tUi0bl8+XI0Gg39+/cXgkMhISEoFArBJ0BIGjg4OPD5558LvoaFhZGQkEBSUhLHjh0TSTE3\nNze++eabbs9NpVLx0ksvCbnKjo4OsTuBzrZ5uVxOa2srHR0dgq9btmyxOc7gwYOFJ2s0GjEYDMyb\nN8+Gr19++SV6vR4vLy/S09O57777qK6utjmOn58fCoWC2tpaYfzb2tpwc3Oz4euGDRs4ffq06Pwd\nO3YsR48eJScnB4PBQHZ29k0lo2/JvjQoKEg0MYwZM4b6+nrS09OFR6rVapk0aZLofmloaECr1VJV\nVUVzczOXL1/mt99+IyIigieffBLoLB2SSktSU1Px8vJi1qxZGAwGqqqqyMrKIjs7W9wcVyImJoYF\nCxZQXV1NU1OTSEpIco6SalpHR4eNgbsyYVZeXs4333zDihUrWL16NQsXLqSyshKLxUJzczN79+5l\nzJgxQi8gJSUFmUwm4lUSpO4ig8EgFoi4uDjuvfde8vLySElJEepuU6dOFbW6Bw8eZPTo0Xh5eVFe\nXo67u7uNXvOtgFwu59VXX0WpVGI2m1Gr1cKTAkSYCDqTUzt37rRRZbtRXKlBLC061/J81Wq1iOPr\ndLrrepA///xzt48HBwfz7rvvolAoRNutt7c38+fPv6Ea5vHjx3Pq1CmxMD366KPY2dmxaNGia75H\n2kV23REsXryYlStXYrFYbAy+hICAgOuey62AVA20YcMGETo8c+aM8Ei1Wi1PPvkkCoWCb7/9Fp1O\nh1arRaPRYDQaKSws5Ny5c4SHh4uOUkkOUyaTMXLkSNRqNe+++y5NTU1oNBqys7PJycm5Jl9vu+02\nFi9eTHV1Nc3Nzdfkq7RblnBl12NFRQVfffUVS5YsYfny5aSlpaHRaISY0oEDB/jb3/4mhIjuvvtu\n7O3tOXXqlI1Rlrp3JcEoq9VKbGws99xzD5cvX+buu+8W5YHPP/+8WHwPHTrEqFGjUKvVlJeX4+bm\nxpgxY2742txUDDkpKamjK1ElHD9+nF27dpGSksKlS5eEyI7VauWNN97gww8/5NFHH0Umk5GdnS2M\ndUFBAQkJCYSGhuLh4UFBQQEffvghS5cuZfr06TQ3NxMSEkJhYSE+Pj54eXmRkZFBSEgId999N3q9\nnsjISKHpKkES2zabzULIGjqTewUFBURHR5Ofn4+TkxNKpZLKykoiIiKYNWuWIEpzczNvv/02DQ0N\nLFu2TIQtpAoEyXOvr69HJpOxe/duG09y165dVFVVMXXqVF577TWCgoK4fPmy8MidnJxYvHgxbm5u\n4vV9+/YlNDSUrVu3Mnr0aPHcjh07MBqNpKamsm/fPtLS0sjNzb1lscbo6OiOKVOm8Oyzz1JbW0tE\nRISocrgWzp07R58+fa577C1btog4opQQvhl89tlnODo60traypNPPsmcOXNs6o6v/L87/JnP7Yo5\nc+YIYyAdp6tOcndYtGgRZrO529i1FO7ozsu+lWpv1+rAPHHiBLt37+buu+8WErMSX1999VU2bdrE\nQw89hEwmIycnh4yMDPr3709hYSHx8fGEhITg6elJQUEBmzZtYtGiRbz66qu0tLQQHBxMUVER3t7e\neHl58dtvvxESEsJdd92FXq8nIiJCaDNLaGtrw8HBgdbWVhvh+ZUrV9rw1dnZWfA1PDycd999V/yG\nLS0tvP766+h0OlasWIGLiwsymUxIskqeu1arRSaTsWfPHj788ENxDrt370aj0fD888/z1ltvERgY\nSEFBgeCrUqlk/vz5oj1+9+7dJCYmEhISwvbt2xk1apR4bufOnRiNRh588EEOHjxIQEAAgwcPvqEY\n8i3Z+0plKStXruTMmTOMGzfORid3ypQpFBUVER4eTnJyMkePHuX8+fO4uroye/ZsYmNjGTlyJHFx\ncSiVSi5evEh0dDR6vZ7a2lq0Wi1qtZpRo0bxz3/+k2eeeYYTJ04QERHBzz//TGJioo1BllZQSbZP\ngtFoFMp00LnFbWhoYPTo0Vy6dInNmzfT0tJCfHw8OTk5REdHs3v37m6FbL744gsaGhqEBy9lgCWM\nGTOGzMxMJk2aRN++fSkuLhbKcVJXk4T8/HyGDh3KsWPHOHr0KMHBwcIYQ2dDTm1tLd7e3kycOPFP\ndab9EeRyOb179+bYsWP4+vqi1+ttPJmDBw9y7733Av/RdygvL2fr1q088cQT7Nu3j+LiYqZMmXLV\nsSVjDPyhUbxW8s9kMona9R9//JHGxkY2btwoEkw3klC78nMlL/n9999HpVKJUsi2tjabLkKj0Yiz\ns7Mwqnq9Hjc3N6ZPn37Nz924cSPh4eGcPHnSRiVOglTjnZubKx7bsGEDjY2NV8WU/1vQ6/UUFxez\nbNkyZs2axaOPPmrD13/84x/ce++9Qltj4cKFXLhwAZVKRVpaGjExMZw8eVJIEly8eJGff/5Z8LW+\nvh61Ws2DDz7Im2++yeTJkzl58iTh4eGcOnWKhIQEm/OROniv1GgxGo2YzWbBVylPk5qaSk5ODlu2\nbCE9PZ34+Hhyc3OJjo5mz549NiEmSap3x44d6HQ64cFfea+OHj2azMxMnnvuOTEZputEk7Vr17J2\n7Vqgk6/e3t78/PPPHD9+nKCgIBsdk4CAAOrq6kR10A8//HDD1+aWhCxSU1OJjo4mPT2dhx9+mNra\nWlavXm0TZ5QurpScOn/+PFVVVTz99NMsXLiQ5ORkpk2bRt++famvr6dv37706NFDjIXx9/dn3rx5\nzJ49G6PRSE1NDXq9nsDAQBQKBUePHr3m+Ukjg9zc3JDL5aJra+XKlcyZM4cxY8bQ0tLCsWPHsLe3\nZ9q0aVRWVpKRkYGXl9dVI4c2b95MdHQ0Tk5OIhbZ3Vasd+/eTJgwgfr6erRarahd3LhxIwcOHBAJ\ng+joaHbu3ElYWBjh4eFXldDl5uaSmJgIdMY4b1UFhASDwcDly5cxGo0cPXqUoqIiWlpaRDJCMsbQ\naZDfe+89UYv566+/cvr06W6N8fbt2/nkk09u6ByuVYkxefJk9Ho9Tk5OODs74+PjQ3BwMPb29rz2\n2muiVb0rpDjllc0sH3zwAfCfcqfp06eLRJGLi8tVLd3bt28Xf7e3t4sa2CvraSVcvnyZyZMnM3z4\ncN57772rFMM2bNhAbm4uly9fthmVFRoa+n/MGEOniFNUVBRnzpxh9OjR1NXV8cEHH9h8L4mvLS0t\nQgdDo9Hw1FNPMW/ePO666y5ef/11EhMT0Wq1JCYm4u/vj5eXFw4ODvj5+bFw4ULS0tJs+BoQEIBC\noeDYsWPXPL+ufLW3txeL17Jly5g5cyajR4/GZDJx/Phx7O3tefHFF6msrOS3335DrVZfxdctW7YQ\nFRWFUqkUfJUaQbqid+/ejBs3Dq1Wa8PX9evX89NPP4mxddHR0XzzzTeEhIQQFhbG0KFDbY4jVbBA\nZ7mntEO/EfwpZneX0ElISMDT05Pff/+dvXv3Mm3aNCFQ0hUKhYLAwEASEhKExnB6ejqXLl1i27Zt\neHp6YrVaKSws5NixY1itVkaPHk1sbCyTJ09m8ODBTJo0CavVisFgQKlUkpOTQ1ZW1jUbJj744AOb\n2G1XD7WrDu3w4cNpa2tj7dq1uLm5sWrVKk6fPn2Vse/bt6/o3IHOWsruDPLPP/9MVlaWuNElz/3i\nxYtirpuUMX722WfJzs4WcXedTgfAvn37GDt2rCBISEhIt5nqv4KOjg5aW1uZMGGCWGSkQvwrIcVE\nH3roIRwcHCgpKRGaBF2xaNEiJkyYwKRJk/5yY8ekSZNwcnISYQKZTCbabK8MCSxevJjff/+dtLS0\nqypwutYBS7Czs6Ojo0Pc012NuBQ7N5vN2NvbI5fLefLJJ68ZyrmyPfiZZ56x+d9sNvPcc89RWVkp\nvPbNmzfbaF3/N9DdAtKrVy88PDzIzs7mwIEDvPjii0IArCsUCgUBAQEkJCQIjeEzZ85w6dIlPvnk\nEzw8PLBarRQXF3PixAmsViupqanExMTw7LPPkpycLDptm5ubUSqV5OXlCYGm7rBhwwaampowm810\ndHQIXRv4j64xdDoKFouF9evXixLY9PT0q+qdExMT6devn+DrmTNnuq3IOXnypEiew388d4mvpaWl\nmEwmWlpamDRpEjk5OaJWX5qEsn//fh5++GEbvt5MAvymQhbSqnLlMFJANGjU19fz9ttv884779C3\nb18xT0+CTCZj27Zt4mYvKysjISFBlAX1798fZ2dnMjMzmTBhArt37+b333+nqqqK8PBwvLy8uHz5\nMn5+fqI5w9nZmV69eomt0pVYsWIFH374IVarlXvuuYfx48fbPK/RaARBnnjiCXQ6HUePHiU1NZX6\n+npOnDghmhysVquInba1tYkBiCaTiW3bttmET6RuPKlczmKxCIOrUCg4ceKEuPFSUlLo378/P/zw\nA2PGjBFZZD8/P9zc3Pj666+pqKjg3nvvtWm7vRWoqKhAqVSyZs0aUVbk5OTU7bBO6XeaO3cura2t\nGAwGoqKi2LBhg43AjiTROWfOHOFBHD9+XLTb3yyqqqpwcXFBLpfT3t5OaWkpO3futLm/zp07R1ZW\nFs3NzdTX19uEKpYuXdqtMP5TTz0lYszz58/vdrGTttKbN28WxPsz0Ol0rF69WvCoa3wdEF1vtwrx\n8fFkZWV1u4BIOhBarZbXXnuN1tZWvvnmGzFPT4K9vT1PP/20WFzKysrE/MmOjg6MRiMuLi5kZmby\n2GOP8f3335OdnY1GoyEsLAy1Wk1hYSG+vr6iOcPJyYmEhIRrOlBLliwhOjoaq9XK0KFDGTdunM3z\nVVVVguePP/44DQ0NHDt2jJEjR6LVajl58qQIS7W3t9t07knDd00mE1988QUJCQkini114zU1NdHe\n3o7FYhGJToVCwalTp4Rjl5ycTFJSEvv27QMQiXZfX1/c3d3ZtWsXlZWVJCUliWPcCG7KIEuty90N\nnvTw8GDTpk2kpKTw4YcfsnDhQs6dO0dJSYnQTZbiolJpWVlZGVqtVhzPZDIJ9753795s27aNsLAw\nUfZUUVFBQ0MDp0+fJjIyksTERPbs2UN7ezs1NTWUlZVdszQqLi4OuVzOoEGDbB63WCx4eHiIcjvo\nXHC2b9/Ojh07SEpKIicnh8zMTHr37s3q1auZPHkyH3/8MdXV1Xh6evLUU0+xZMkS+vXrR2xsLEeP\nHiU+Pp6amhoaGxsxGAxCN9bDw4Pa2lpRcieTyaitreXs2bNotVr8/Pw4d+4cOTk5WCwWsXh0JUp3\n262/iilTprBkyRKMRqPYlptMpqsGk0oNDl0906NHjxIUFMSOHTu4dOmSiJ0uXLhQeCILFizg559/\nZvfu3VfpddwI3NzcRJlkc3OzmJsm4euvv+bSpUtikMGVTRjS9rM7SJ70le/pmjCsqan5y1M9roxl\nNzQ0sGjRIhwcHLBYLLes81CCyWS6Jl89PT3ZvHkzycnJfPTRR8ybN0/wVdJNluKiW7ZsYcuWLd3y\nVRpv1bt3bzFbLigoCJPJRGVlJTqdjl9//ZXIyEgSEhLEEIKampqrZAK6IiYmBrlcflWLe1tbGxaL\n5Sq+fvrpp/z73/+mb9++5OTkCO2MdevW0dzczGeffUZGRgYeHh488cQTJCcnk5iYSGxsLMeOHSMu\nLo41a9bQ2NhIc3OzmCotNcp05WtdXZ3QzPH19eXcuXPk5eVhsViEM9a1sqLrYIvr4aaqLBITEzte\nfPFFUlJSuO2228jNzcXFxUUMQJQ+HP5ThXD8+HESEhLYu3cvAwcOJDw8XEy4lUZBSe+V9FclkWzo\nJLK0hdDpdEKzVaFQYLFYsFgs6PV6nJ2d8fLy4qmnnrqpGKvBYGDp0qX4+PiI40kqdi0tLSxevFhI\nQO7evZsZM2awYsUKTCYT+/fvx8/Pj4EDBzJz5kwsFosowl+yZAnnz58X1R7QGdaJjIykra1NtKG6\nu7sTFxdHRUUF4eHhmEwmKioqGDJkCEePHiUxMZG1a9cyadIkgoKCyM/P5/7776ewsPC/ko2/sqtt\n+fLlGI1GG2PSXdfZunXrmDp1qs1jS5cuxWQyXWWI9u/f3+24pOvh119/xdXVlerqalpaWoR0pJOT\nEy0tLTg7O2MwGPDw8LBphb5RSPFxCbt27RLEOnToEKdOnfpL1RrQfVVI1yqQW1llkZiY2DFt2jSS\nk5MFX1UqFR4eHsKQXsnXEydOEB8fz4EDB+jfvz/h4eFigrzEV+m9kr65xFc7OzsWL15sw9eRI0dS\nWFjYLV/VajUTJ060EXS/Hpqamli1ahXe3t7ieCNGjBDzKJcvXy7K9Hbu3Mns2bNZsmQJLS0tHDx4\nEF9fXwYMGMCcOXNoa2sTDSPLly8nMzMTe3t74UT06tWLiIgIoYkhiQbFxMRQWVlJWFiYWHgGDx7M\nsWPHSEhI4MMPP+TJJ58kMDCQ/Px8MjIyGD9+/K3v1DMYDLi5uXHbbbdRUlJCY2MjGo1GGNTDhw/j\n5+dHVlYWK1asYOrUqRiNRi5cuMDu3buFp+Xt7c3y5cupq6sT3W0GgwFfX1/8/f3F6G3oTPb4+Pgw\ncuRIli5dSkVFBefPnxdhE4VCwX333UdkZCTOzs5/mNzrDlLxt0wmo6qqCrPZzKZNm8jIyKC2tpYJ\nEyYwcOBAvLy82LVrFz179mTFihXs3r0bPz8/amtrOX36NCUlJfz+++/iuJLeBnTGDvV6vVCX8vb2\nFhOwExMTCQ4OprGxkT179tDa2orJZGLr1q1kZWWRlZXFsGHD0Gg0ZGZmYjQarznp4K8iLS3NxhjP\nnTsXBweHq4zQlcYYOjPiV3bhvfnmm8ycOZN169bZaIucO3dO6IjcDKxWK46Ojnh4eODl5YWPjw86\nnQ5HR0ex+2pvb//T4ktXVkVc6eXcTHLmWuiuRO+vGvlr4Uq+6vV6NBqNMKhHjhzB19eX7Oxs3n//\nfaZNm4bRaCQrK4s9e/aIEI+Pjw+rV69Gq9Wi0+lobW2lqakJPz8/evTogUwmEx7p22+/jY+PLqiz\nyQAAIABJREFUDw888ICo2c/MzLTh67333ktERATOzs7d6lv8EbrytbKyErPZzJYtWzh79ix1dXWM\nGzeOAQMGoFar+e6774iOjub999/n+++/x9fXl7q6On799VeKi4uv4qv0u0j2SOqvUKvVQkEyISGB\noKAg9Ho9P/74I2azGZPJxOeff052djbZ2dkMGTLEhq83U19+UyELmUwmuvCkLUVubi5arVYEzE+f\nPk1wcDA+Pj7ExsZSUVFBcHAwoaGhYhgoIOJabW1t5Obm0qNHD3HR1Go1FouFoqIirFYrr732Glu2\nbOGzzz5j48aN150efCPIyMjA39+fdevWYTQaOXz4MP379+fQoUP07NmTEydO0L9/f+RyOS4uLgwf\nPpyysjIeeOABETKQBLANBgOJiYkcP36cbdu2cfbsWYqKilCr1RiNRiwWC3fccYcQrpbKyiIjIwkO\nDuaFF17giSeeIDU1lYyMDJRKJRaLhaSkJDHHy9/fn2+//Rar1SpEtW81rjQMN6P/0NLScs0tvdFo\npKOjQ8ySk+LL33zzjRib9fHHHzNq1Cjy8/MZOHCgzS6noaGBmpoaFAoFdnZ2mEwm4VWp1WpaWlpE\no861Bqj+VXRXRfJHeP/990VN+5/dEfxVyGQy1Go1GzZsoLCwELlcTl5eHj/99JPw+tLT0wkKCsLH\nx0d4fkFBQQQHBxMTEyOkRbs6F3l5eUKVETpV26qrqwVfIyMj+fTTT9m2bZtInnedFP9n8Ntvv+Hv\n78/8+fMxGo0cOXKEO+64gyNHjhAVFcXJkye54447kMvlODs7c88991BeXs59990ndqiStyvx9cSJ\nE3zxxRecO3eOwsJCcS+1tbXRr18/nJ2d0el0gq8REREEBwfz0ksv8fjjjzNy5Eh+++03wde+ffty\n4cIF4uLi8Pf357vvvsNqtf5haOZK3FTIIiQkpOObb77BYrEIb7KoqIjo6GgsFguhoaFkZGSIQv6Y\nmBhycnLEuHGpy6eqqoqEhAQhMt/S0kJERATe3t6cOnVK+izc3Nw4e/YsXl5ef2l8T1eYTCaqq6sJ\nDAwUlQ5SSdX+/ftpbW1l3759xMfHExgYSGNjIz4+PshkMsaOHStqoiUcPnyY6upqkRCQ5oBJbaQN\nDQ04ODgwZswYmpubRY2jwWDg9ttvJzw8nKKiInr27Mltt90GdC4W0tZOMswXLlwgMDCQn376ifff\nf5+CgoL/MSOc/kjcZ/v27dxzzz3U1dXR3NyMp6enSN75+PiIFtrc3FwaGhrw8vKitLQUNzc3kamX\ny+XXnULyR5BCFXPmzEGhUCCXy2+pYd+wYQM1NTU35AnfypBFaGhohzQ7UqPRYDabKS4utpmkcfbs\nWTEUtGfPnuTl5WE0Ghk4cCBGo5Hi4mI0Gg3x8fGiisRkMhEWFoaPjw+//PIL0MlXlUrF+fPnUavV\nt4yvLS0t1NTUEBAQICodpJl+Bw8exGw2s3//fm6//XYCAgLQ6/V4e3sjk8l45JFHqK+vtxmUcOTI\nEWpqajh37hwajYbo6GjBVwcHB3Q6Hfb29jz00EMYjUZCQkIoLS3FYDAQFxdHWFiY+A0lvv722282\nfO3bty9ZWVkEBARw+PBhfH19GTt27K0PWchkMgoKCigqKqKsrIyCggJaWlqora0VIj09evSgubmZ\nHTt2sH37dsxmMxcuXOCjjz7iq6++Ijk5GRcXFwIDA1EqlZSVleHk5ER2djZlZWX4+fnh6elJZWUl\nzs7OlJWVCRGPWwGlUomPj4+YIiKJ0R86dIgdO3ZQU1ODp6cnNTU1NDQ0UFtby7hx40Q2X61W25S4\nDRs2TFz0+vp6mpqaqKmpEcYYOhNSOTk5ODk5iRI5pVLJpUuXiI+PZ8CAATZeb1JSEk5OTkL2MCsr\ni/j4eKEG9z8Nf+RpT5gwQcg3SslZqUXXbDZjZ2eHnZ0dKpVKzElTKpXI5XICAgIIDg5GLpfflIC+\nhE2bNrFmzRrUajVpaWnMnj0bq9VKe3v7nxrS2hVd668lDQipnfpKdBUhupWQyWQUFhZSXFwsRN1N\nJpP4DSVVNaPRyFdffcWOHTswm81cvHiRLVu28PXXXzNo0CCcnZ0JCAhAqVRSXl4uSk3Lysrw9fXF\nw8ND8LW8vJycnJxr6orcLCQBMmmKiFwux2KxcPToUXbu3ElNTY1IlOt0Ourq6hg7dqxIgnt5edkk\nwYcOHYpWq8XLywutVktTUxO1tbXCGEOn2FFOTg5KpZKMjAzB15ycHG6//XaSkpJsEsr9+vUT8eXS\n0lKys7OJi4sjNjaWsLCwm8pp3ZSH7Ofn1/Hss8/i5uYmFMh0Oh1hYWHih5IEQCQjbTAYkMvlODg4\nkJeXR3BwMHfddRcWi4WCggIefvhhTCaTiMWo1WocHR1pb2/HxcVFiEOnpKTcEmMknSN0lrutXr0a\nf39/IXQdFhaGXq+nb9++6PV6HnnkketmSL/++msOHTqEi4sL1dXV1NXViXBFc3MzX3zxBdu3b+ex\nxx7j448/FrFIJycnmpubxRiskSNHolAoaG5uRqPRUFJSwv33349Op8NoNNKjRw9KSkqYMGECpaWl\n/2M85Oth//79YuK2NFKoo6MDR0dHQkNDsbOzo6ioiNbWVkpKSnBzcxOt7Lm5uej1el544YUbaqPu\nivXr14tx9e3t7SJzL+nrvvPOO//Fb909bqWH7Ofn1zFlyhRcXV1F1YxOpyM0NNSGr2azWfC1qakJ\nBwcH7O3tKSgoIDAwkEGDBokQotSU0ZWvXZPzFouF8+fPk5ycfEv4KrVVd3R0oNFoWL9+PX5+fhw8\neBAHBwfB1z59+qDX63nooYeuy9ddu3Zx5MgRnJ2dqa6upqGhAQ8PDyGq/+mnn/LVV1/x8MMP89ln\nnwm+KpVKjEYjarWauro6RowYIWaDajQaSktLue+++wRf/f39KS0t5fz587z44ou3vnXa3t4eZ2dn\nWlpaUKlUVFZW4uPjQ3FxMVVVVaSmpnLq1CmUSiV33nkntbW1tLW1cfr0aW6//XYsFgvl5eU0NDRg\nsVjw9/enrq6O+Ph4kUE3GAx4eXnR0NAgPO4/kzH/IxQUFBAZGYlSqeTBBx9Er9czbNgw5s6di1ar\nJSoqivT0dNzd3cXFrampwWw2k52dTUVFhU396COPPMKFCxcoKyujtraW4OBgQkJCOHbsGO7u7qxd\nu5b29nZR5wudUzmamppQq9Vi4SkrKxPygYGBgRw+fFgocEmxaGlqwf8P+PTTT/H29ha7Azs7O6E7\ne+rUKTGcNiIiApPJRFtbG01NTXh6etLY2IidnR1hYWFixzJ79mxWrFjBa6+9dkOf39rayiuvvHLV\n48uXL8fBweGqkr//aZDL5Tg5OYnytMrKSry9vSkpKUGj0TBy5Eh++eUXlEolAwYMEGqL6enpxMXF\n0dbWRlVVFTqdDovFgp+fn+Breno6KpUKg8FASEiImEDt7+//p3Wrr4WCggLs7OxoaGjg/vvvR6/X\nM2/ePObNm4dWqyUyMpIzZ87g6uoqwirV1dVYLBays7OprKzkySefFB2aY8aMIS0tjbKyMurr6wkM\nDCQkJITjx4/j7u4uehY+/PBDIb0waNAgDAaDqCiTbJnE14CAAI4dOybkiCW+ajQam3j7da/Zzfww\n0odfvnyZhIQEEcS+++67hYC8TCYjMDCQpqYm8vLyMBgMREdHU1JSIkpnJDU4Hx8f6uvraWxsZNy4\ncRw8eFC07YaEhGBvb3/dL6PT6UQTxQ19Yblc9O1LcR+ZTMbLL7+Mp6en0LtISkqisrKSVatWMXLk\nSNavX8+sWbNobm6mtrZWJAP9/PywWq14eXlx6tQpEZvz8PDggQceoKSkhKqqKjw9PXF2dhYGG/6j\nywwIib/6+noRFlqwYAHHjx+ntrYWHx8fcnNzhUrV/xR0VyIHnTKeUVFR2NnZ4erqSktLC83NzXh4\neNDS0sKrr77KwYMHRfMJdGp65OXlIZPJcHR0pKOjg9raWtzc3Ni0aRMmk+mmKiy6M8ZgK5X5Z7Fo\n0SLa2tq6jRtfKUz/34LE14KCAnr16kWfPn24ePEid911F5WVlZSVlWFnZ0dgYCAGg4H8/HyampqI\nioqitLRUxNO1Wi1nzpzB29tbJKXHjh3LoUOHKC4uxmQyERQUhFwuv25zS0NDw02pFXZ1Prry9dVX\nX8XDw4Pm5mbMZjP9+vWjqqqKtWvXkp+fz/Lly3nnnXcwGo3U1dWxceNGVq5cKRpU9Ho9p06dor29\nXfB1xIgRwrlUq9U4OTlRU1NDUFAQ0GmUpWSyJKGr1WpFWGju3LmcOHGCuro6MZ1cihLc8DW74VfS\nuX0oKyvDwcGBgoIC/Pz8iIiIoKysjLy8POrr60lISODixYv/i7ovj266St9/miZpkiZpuq/pQqEr\nFISCWPZNQEREHUXFdUQZHRBRFNdBEJBFQBAGRBEKKIiA6KDsIEKtpZTSjbaU7mnSNmmzJ03S9PdH\nf/edhi60WEa/zzmeI5A9ee/n3vd9FgQGBlLuFYfDgb+/P2bMmAEOh4Pm5mZIJBIkJCSgoqKC5JBK\npZLkiQMHDmwXJtkRerIYd3TfkpIS9OvXDyNHjsS3336Lzz//HK+++ir69++PkSNHYv/+/Zg/fz7u\nvvtu5OTkIDIyEs8++ywaGhpQX18PhUKB9PR0HD16lHYkp0+fxtGjRyGRSKBUKuHm5gaZTAa5XI7k\n5GQolUrI5XIoFAp6LQKBgAyVqqqqMHLkSFRVVSEmJgYPP/wwoqKioFQq0djY2Ot+yHcSN6vEtmzZ\ngmXLliE2NhYqlYqSU4D/WjhKpVKX04RWq0V4eDgCAwMRHx8PNzc3eHl5QSAQUC80ICAASUlJGDly\n5P/8PXYE5n2xdu3adskybDH+o33qW8Fms6GqqoraDwEBAYiKikJ1dXW7emW9YFavvr6+mD59OtWr\nWCxGfHw8KioqiE2jUqlI9TZw4EAXB7fO8EesY2UyGUpLS9G3b1+MGDECe/fuJf57QkIC7rnnHhw4\ncACvv/46hg4diry8PISHh2P27NloaGhAXV0dampq8Pvvv1MaiUgkwtmzZ/Hzzz9DLBZDpVKBw+HA\ny8sLYWFhSE5OhkqlQlhYGGpqaui1CIVCqtfq6mqkpKSgqqoKffv2xcyZMxEZGQmVSgWtVtsjP+Qe\n9ZBZJAyXy0VZWRni4uKg0+koUkUmk2HcuHHIyMhAaWkp4uLisHDhQkpb8PT0xLBhw7B161ZERETA\nZrPBz88P4eHhmDNnDnJzcyGXyyGTyXq81b9dLFq0CBUVFR06ujEsXLgQzc3N8Pf3R3R0NPEvN23a\nhJCQEGRkZECn08HpdEIsFhNNZvr06WhubobT6aT066FDhyIwMBClpaUIDQ0FAIpv+umnn+B0OhEY\nGAixWAyBQICoqCgUFRWBz+dDKBQiKysLn3322Z/eQ75ZRNEZvv76a/LM/eabb/D444/j/PnzsNvt\nsNvtcHd3B4fDIQ8Ti8VC1CWmyurbty+kUintlpRKJZH3zWYzGhoaKKfRaDSioqKC+r/r168nvwqr\n1Qoul0vP2dkO+c9Eb/aQAwICWl566SXweDyUlZUhNjYWOp2OIsu8vb0xevRoZGZmUr2++uqr5I0t\nFouRnJyM7du3Qy6Xw263w9/fH2FhYfj73/+O3NxchIWFwdvbG0qlstel3x1h8eLFqKiocHF0uxlv\nvvkm7HY7AgIC0KdPH9I3/Pvf/0ZwcDAyMjJIHi2RSKhep02bRg5vKpUKPB4PQ4YMQUBAAMrLy4lP\nzKKajh07RtmfrF4jIyNRXFwMPp8PgUCA7OxsCASCO9ND9vDwgJubG2VusR5vXFwc+vXrB5FIhLS0\nNAwaNIgYEh999JELg2Dfvn2Iiooi1kFtbS31AJmKCMD/ZDEGQKGiXaG6uhoRERGorKwE0Log5OTk\nQCKRUCwTh8OBQCAgM2uLxYLS0lIEBgbSAs7j8XDkyBEMHjyYZJihoaFwOByw2+3E58zNzcXQoUOh\nVqvhdDrRv39/eHt7w8fHB2KxGHv27PlffDRdojuLMQAaiHz++ecQi8X45ptvoFAoEBgYiJiYGDQ1\nNVHsO4/HoxRuNmyKioqi9gRjQAQHB8NsNlN8vFAohMPhwIABA9DU1OTi9sVMgXg8HvlgOJ3Ov+Ri\n3Nvw8PAgaf7dd99NPd7Y2Fj07dsXIpEI6enpSEpKonpduXKly+fHXAjZ8buuro7aa2xRB3rfh6Mz\nuLm5ERuiI7S0tOCJJ55wqVeVSoW8vDxKJ2psbISbmxsFMjidTlitVpSVlcHf3x9BQUEICgoCl8vF\njz/+iLvuugtNTU3gcDgICQkh6baPjw/q6uqQn5+PIUOGUL0mJCRAJpNRvYaFhXVobNURetSyYImr\nbm5uyMjIQE5ODjIzM5GXl4fz58/jypUrKC8vB5/PR3p6OmnfWZ/U3d0dCQkJEAqF8PLywoABA2C1\nWslwp7ez4rqD5cuXQygUdvolp6WlYefOnbh+/TrEYjGkUildRJxOJ/GNGdiCHBwcTPr369evo6io\nCE1NTXjkkUcgFovR2NiIiooKaLVaHD16FNHR0WhsbERTUxPuu+8+KBQKKBQK3HPPPfDy8kJAQAC4\nXC769+/fa5Si/wWYoCA4OBihoaHo27cvAgICEBgYCB6PR//u4eFBYaLMcIlZq7JkbofDgebmZrS0\ntEAkEtFJgtHKBAIBPDw8MHv2bHr++fPnE4NCr9eDz+f/pYaiS5YswfLly+/IY7N65XA4VK+XL19G\nfn4+Lly4gOzsbJrt/P777zRwZ/XK4/EQHx8PkUgEqVSKAQMGwGazUb12FoN1J7F06VIIBIJON1Hp\n6en44osvUFJSAolEAqlUShxs5n/etl6ZAX1gYKBLvbJ0k4cffhhisRgNDQ0oLy+HVqvFzz//jD59\n+lBS9+TJk1FTU4OamhoMGzYMUqmUft8JCQnk59wd9HhBZjHbqampFM7J5/NRXFxMwojDhw8TLUml\nUkGhUCArKwunT59GVlYW0ZYMBgMmTpxIksW2BO7/FbhcLn744QdMnTq13b+9/fbbNKlNSUkhep/Z\nbEZWVhaMRiMFk7Ivx+l0wmazYcKECZgxYwYUCgXq6+tRUVGBPn36IDIyEidPnoRCoUBcXByysrIg\nl8uRkZGBxx57jI6FSUlJkMlkJBJhWLBgAVQq1R37PJhncG+BnX5EIhFaWlrQ3NyMPn36wNvbmxZJ\nFjrJ6E3MA9vT0xNeXl6Ug6fRaMDj8cg5z83NDSKRCF5eXuDxeJBKpQgJCQGXy8Xq1aupd+vp6Yn6\n+no4HA4IBIIexbL/L9DWHL43weFwoNVqYTAY8NVXX1G9MgoqE0YcOXLEpV5ramqQnZ2NM2fO4MqV\nK5BIJFSv48aNo1NPR86Kdxo8Hg+HDx/u0KDqvffeg8PhQGFhIe655x6i91ksFly5coUy7oBWTwy7\n3U6/pfHjx2P69OlQKpVQq9WoqqpCZGQkwsPDcfr0aZd6DQsLQ2ZmJh555BHY7Xb4+fmhf//+kMlk\nyMrKcrF9XbRoET755JNuv78e9ZAjIiJaXnvtNQwfPhypqamwWq1kJM9oW4xaYzQa4e7uTiIQxnUc\nPXo0Dh8+DKvVisTERMTFxZG37Z8Jm82GRYsW4dNPP8VPP/2E+vp6BAYGorCwkFoOLJaeTU1Pnz5N\nx7umpiYIhUIArQM6Nzc3TJw4EUqlkhbWuLg48Pl8SCQS5OXlYfTo0WSE/eSTTxKFy8fHhyKsRo0a\nhd9//x2+vr5wOBzQ6XQ4cOAA6uvr//I85KqqKpI7s3YB6+MyHmtLSwv9x2hJYrEYdrsdoaGhcHd3\npzaZSCSCSCQiX2Q3NzfqM9vtdhKQaDQapKWloaioiBzUvvzyS7JQ/bPQHZ50byv1Fi1ahGHDhmHv\n3r2wWq246667EBQURLQtpVIJX19fmEwmorWGhITAZrNBrVZj5MiROHLkCNVrTEwMxowZ01sv8bbR\n1NSExYsXY/369fj555+hVqsREBCA4uJi6hk7nU6o1Wqq17Nnz6K0tBQASOwBgAaZ48aNI0bU5cuX\nERMTQxf6/Px8jBo1iur18ccfR3h4OGw2G3x9fSnCasSIEbh06RJ8fX1ht9upP71169be7yHX1dUh\nLy8PjY2N1NerqqrCyy+/jNzcXBw8eJBMPwQCASQSCTIzMxEZGQk/Pz/YbDbk5+cjKSmJjuvp6el/\n+oJ84sQJvPvuu4iIiMD777+PMWPGID4+HiEhIQgLCyOOJUusYPLo3NxcuLu70xSa+QMEBgbCYrGg\nqakJFy5cQGJiIpHz+Xw+amtryZ0qODgYHh4e5OXAXOdiY2ORnZ2Nw4cPg8/n48aNGy4m7f+XwHjW\nQqEQMpmMLEnd3d2J6qZUKmE2m+Hh4QEPDw9atFlPGYBLy4Etxixix8PDg2w5uVwuvL29Xews/+zF\nGOjYWOhOQq1WIz8/H1qtlsQblZWVePHFF5GXl4dDhw7B3d2d6lUsFlMGnr+/P6xWKwoKCjBgwABU\nVlZCq9USz/bPxMmTJzFu3DiEh4eT3D0uLq7DevXz80Pfvn1RU1ODgoICEv0wLrHNZkNAQACJXdLT\n0xEXFwdPT08YjUYyM2L1GhQUBIFAgF27dmHq1Knw8/NDbW0tvv/+e2RnZ+PIkSPg8XgoLS0limpP\nTkA9WpC9vb3B5/PJTMhut6O+vh5vvfUWXnjhBYwdO5Zyq2w2G+x2O+666y5otVokJyejrKwMfD4f\nVquV8rhuTij4MzBx4kSi9Mjlcly/fh35+flQKBTkcyGTySjqR6FQwMvLi+z/WFx5c3Mz5s+fT7ac\nly5dgkgkQkVFBXg8HhQKBVJSUpCQkICamhpwOBxaKGbPno2vvvoKn332GXk0R0VFoa6uDk899RR2\n794NnU4Hq9XapbfvXwkSiYS8ftmpgcPhwOFwwMvLCxqNhvrCwcHBaGlpgcVigbu7OxQKBZqbm2E0\nGiGRSOB0OiGRSCgO3mg0Qq/X086IUd/i4uJgNBoRHx//p7731NRUVFdXg8fj3THDo1tBJpMR75/9\nTjUaDd59910899xz7erV4XBg0KBB0Gq1lAPZtl7ZUO/Pxvjx4xEXF4fKykoKD2YCEOZzwd67SCRC\nTU0NpFIptf6YUb3T6cQ//vEPnDx5Ev7+/mQUVFFRAQ8PDyiVSgwfPhzx8fFQKpXgcDgugrDExERS\ne8pkMvTp0wf19fWYPXs29uzZQ+rInlzEerTVcjqd8PLygr+/PzXGzWYzlEolPvnkEyiVSurVMVOd\nuro63H333Th69Ci8vLxQWlpKvhV5eXkUBHgn8eijj3aYvcbA+riRkZGora3F1q1bKenDZDLB6XTC\n29sb/fr1g8lkgk6nw/Lly11sH0NCQjB+/Hhs3rwZJpOJjklsx9bc3IykpCRoNBoUFBQgLCzMJegS\naA0EZeZNERER+PDDD/H4449j+vTp2LlzJ72Otq55f2WwBZYN7LhcLglB2KCtqakJSqUSVqsVV69e\nRX5+Po4fP47i4mL89NNPuHbtGq5fvw6BQEAtsIqKCpSXl2PEiBGYMWMGTp06BYPBAKlUSqG4rPhu\ntgT9X4H1txctWtTOZ2PNmjUA0I6f3NtwOp2QSqXt6lWlUmHDhg1QqVQu9crlclFXV4ehQ4fip59+\nIi+Va9euobKyEvn5+T3i1N4uHn/88S4dDbOzs6le6+rqsH37dqhUKhiNRpjNZjidTshkMvTt2xdm\nsxl6vR6rVq0Cn8+nIXJISAhGjRqFbdu2kcUB+3zYJqJ///5oaGjAtWvXEBoa6lKvLS0teOaZZ7B/\n/360tLQgMjIS77//Ph577DFMmzYNX3zxBZqbmyGTybrMD7wZPdohOxwOemERERHE2VMqleDz+cjP\nz6ejOwDi4ykUCnh4eOD06dMuPcDRo0fjgQce6MlLQFlZGQ4fPoyIiAgMHjwYW7ZsoR94R1Cr1UhN\nTYVAIMCZM2faBYgCrWY+s2fPRlxcHEJDQxEfH4+cnBwMGzYMEydOxDvvvIPnnnsOarUaq1evhs1m\nQ21tLZqbm9HU1ESKQnYR8vDwQEFBASQSCXx8fBAeHg6z2UypJykpKVAqlWhqasK//vUvzJs3j3iM\nu3btwrZt28g4hcPh4Nq1a6ivr8fJkycBgPjLf3XY7Xbw+XxotVpycGNUI7bDDQ8PR3FxMTlntcX2\n7dvJuIn1kpuamiAWi6nNtXLlSrz99ts0FbdYLNDr9YiKimoXK9UWLDH7TqHtY7PeOAPbMTOu9Hff\nfQc+n9/jWrgVOqvXmpoaeHh4ID8/n9pJQKvnM5/Pp38/e/YsRTW5ublh9OjRuO+++3rU/ikrK8MP\nP/yA8PBwDBo0CNu2bcPHH3/c6e3r6+uJynj27Nl2AaJAq5nPs88+i9TUVISEhCA+Ph65ublITk7G\nhAkT8MEHH+Cpp55CQ0MDPvnkEzgcDgq/sNls4HA4CAgIIIYUn89HYWEheR+HhYXBZDJRWERKSgox\nNZYtW4a5c+cS9W/Pnj3YtGkTDh06hNraWly4cAHXrl1DVlYWfv75ZwA9EwD1aEFmfr7BwcHEHmA2\nicySD/hv1pxcLseNGzdQW1uLpqYm2k26u7vD398fFy9edKEodQdRUVF4+eWXIRAIsHr1arLw7Axt\nr+gdLcYMHA4Hv/zyC95++21cunQJUVFROHToEHJycjB69GhIJBLk5OTQlZvH4xFdztvbGw6HA2az\nmTxoeTwecaqZvDIhIQHBwcE4d+4cRcw7nU688cYbqKysREtLC/Ek1Wo1Tpw4AXd3d2zcuBEGg4Hy\n6P5XnM8/glWrVsHpdJJqk02j1Wo1qqurIZfLacA5ZMgQ/PDDD+0WJB8fH/Tv3x9CoZA4tazHvGHD\nBthsNjpqenp6wul0oqmpCRKJBG5ubl2azNzJxfhm3Mp2k4WsRkRE9Orz3lyvLIrIz8/qyoAHAAAg\nAElEQVTPpV6Zq15YWBhu3LgBlUrlUq9MaXvx4sV2eZS3QlRUFCwWCwQCAdatW3dL45+2J+aOFmMG\nNzc3nD9/Hm+++SYuX76MyMhIHDlyBJ9++ini4uIgFouRl5dHJ2Mulwsulwu9Xg+ZTAa73Q6LxUL1\nyufzKbJKo9GgoqICsbGxCAoKwi+//OJSr2+//TZ5LX/55ZeUKHTmzBlwOBwKVWboyDqgM/RoQXZz\nc0NBQQEiIiJw7tw5zJw5EwKBgFQ66enp9CUmJyejoKAAUVFRSEhIoG17XV0d/Pz8kJeXB4FAcFuK\nPDYd7U0/gKlTp0KhUODAgQN48803qcHvdDqJZB4cHIykpCQUFhaSARDrD3l5ecFsNmPatGlQqVSY\nOHEifH19kZ2djaqqKnC5XEilUorMiYiIoJ7c8OHDYTQakZycjMrKShQXF0OtViMoKAijRo2igdf/\nJbz11lt44oknaEhZW1sLrVYLk8mEmpoaEtswefTIkSMphcZms8HDwwOFhYU0yWYSbCab1mq1GDp0\nKA34WKSTUqlEdHQ0TCbTn0LLuh3Y7XZimvQm3NzccO3aNcjlcly4cAHTp09vV69sERoyZAgKCgoQ\nGRmJhIQE/PrrrwBad6xt6/V2FHmMfdSbmDJlCmpqanDw4EG8/vrrZIrkdDoRHh6O6upqBAUFITEx\nkdJeQkJCkJmZCaC1Xi0WC6ZOnYra2lqMHTsWvr6+uHr1Kqqrq8HlcuHl5YWSkhIArX7PAoEAarUa\nQ4cOhdFoxJAhQ1BVVYXr168TK4vtpm+3Xnu0IIvFYtTV1WH06NEYN24c7HY7kbSlUimkUinMZjMZ\na5jNZkyePBkSiQRmsxnDhg2jDyc4OBgWiwXHjx/vdTe324FSqSRjmoyMDNjtdowdOxYeHh7Q6XTw\n8vJCVlYWBSBWVFRAo9FAKBSCy+XiP//5D7y8vCCTyRAeHo7y8nI0NjbCYDBQqvP169eh0WgwadIk\nesxnn30WBQUFsNlsGD9+PMWKtwVLuf6/hvz8fAQFBRE1iP1wWcvK6XRSG4KpEYFWSlNDQwNSUlKI\nksTUe6wl1tazwul0Ur+fSaNtNhtd/P4K+P7772G32+Ht7Q03NzdcvXqV6JRcLpfiqXoTYrEYarUa\no0aNwujRo6k1odVq4eXlRZsI9t1YLBbce++9EIvFMJvNGDp0KG7cuAGRSISgoCBYrVacOnWqV1/j\n7UKlUpE4hHH1R48eDT6fD71eD6lUiuzsbNoFV1ZWoqGhASKRCO7u7jh27BikUil5zDDWl9FopOFg\nSUkJGhoaMH78eHrMp556CoWFhWhqasLYsWMxdOhQek1dybm7ix4tyE6nkwrMw8OD3N0AULAhyzu7\nceMGOBwONmzYAF9fX8r1mjRpEoxGI5qbmxEYGAiNRvOH30RvgPlqMLP6wMBA1NXVQS6XQy6XY+PG\njQBac8rkcjmsViu1bNrmlLHsMg6Hg7Fjx8JoNOLnn38Gh8PBAw88gM8//xwHDhzA+PHjsWvXLuzc\nuRP+/v4IDQ3FunXrIJfLu+yJ/19CbW0t+vXrR9mLTPzB6Feenp6orq6GTqeDh4cHYmNjST7NpvqM\n1sZ2j239rAHQ39fU1NCxsqmpiSxi7zTaRjV1hQcffBBHjhyhOQPLabt+/TokEgliYmLa9Zr/KJjP\nAqMP3qpeWXvM19cX/fr1Q3l5OSZMmACTyQS73Y6goKDbzivsbbCLvM1mw5kzZxAUFETObGFhYSRw\nMhgMCA0NJWN+LpeL+vp6ErewU5m7uzvGjBkDo9GII0eOwN3dHbGxsdi8eTMOHTqEcePGYffu3di9\nezf8/PwQGhqKTz/9FIsXL+6yJ95T9EgY0q9fv5ZLly5hy5Yt+PHHHxEcHAyr1YqxY8fS7mbKlCn4\n8MMP0dDQgBkzZuD48eOIiIiARqOhgUJKSgpKSkowZswY/Prrr5g7d26HO8P/JRwOBw4fPozg4GDs\n2LGDHNkuXboEuVwODocDDoeDsrIyAK0pEE1NTfDy8kJtbS0CAwNJppqcnAwulwudTgelUom+fftS\nn/3uu+/G1atX0adPH1RXV4PP5yM7OxuDBw8mn9mnn36aLP86QnJyMjIzM//ywhAAlCxTX19PvVJP\nT09YrVYXY3MWUssGK2wRZh4CbfnILEWEmQZptVqcO3cOHA4HiYmJaG5uhlarxZkzZ/DOO+/cqbd2\nW1i6dClGjBiB5uZmuLu7o66uDhaLBVarFStXruxV0yhWr59//jmOHj1Km6lRo0bRfOPee+/F8uXL\n0dDQgOnTp+PkyZMIDw+HRqMhU/i7774bN27cwKhRo3Dx4kXMmTPHZWf4Z8But+OHH35AUFAQdu3a\nBZVKhdDQUFy5cgXBwcFkIMX8LBivXSqVoq6ujqiSHA4HgwcPpv6ySqVCnz594O/vj6amJgwdOhQ5\nOTkd1mtCQgIyMzMxe/bs7gzae18Y4ubmhtOnTyM6Ohp/+9vfYDQaoVQqiecYGhqKr776Cn379kVd\nXR0cDge+/vprnDhxAtnZ2Xj88cfx2Wef4b333gPQalDev3//LhdjJr1l2X13ShShUqmIXsbEHe7u\n7pDL5aQQCwwMhMFgoPfK1GZ1dXXkZMfj8VBYWAiZTAatVkvtBg6HgxUrVtDwLz09HQKBgCLWIyIi\n8NNPP+GRRx7B8uXLKRzyr4qOVGdLly6Fp6cn+Qnv2LGDvE+YubzNZkNDQ0O7DLwvvvgC8fHxtECz\n3jCfz0dlZSVCQ0MpjYbRkvh8PoqKiqBSqSAUChESEkJGMeXl5S5RW3cS3XW+A1pnB8zQSiwWIyAg\nAA0NDZBIJOS121twc3PDuXPn0KdPHzz88MNUr2q1Gg6HAyEhIUhNTUV0dDTxdFNTU3Hy5Enk5OTg\n0UcfxZYtW4gNMmbMGCQmJna5GLO4JJY719vviaGurg733Xcf9uzZQxx0d3d3BAcHw9PTEyKRCAEB\nAeTqFhISQonuzO0uOTmZGBasXgcNGgSgtV6XLl0Ku93uUq8ajQYeHh4IDw/H8ePHMXPmzF6lL/Zo\nhzxw4MCWVatWQSqV4tq1azAYDDCbzdDpdGRyHR0djccee+yWj9XVME+tVtOVqm30OlPOMBf/3oDD\n4aAepEwmw6uvvgqRSASFQkFHPZvNBp1O5xK5xGw2gf/yPRMSEpCWlgaxWIzZs2dTQGO/fv1w8OBB\nPPnkkzh16hQKCwuJHVJQUEAqIaA1zeDSpUv4xz/+0Wnv+M/aIW/atAlarZb65m5ubtDr9WS6ZDab\nMW/ePCxbtozsBx977DHodDqcOHHCxUNi1apVEAqFMJvNlEK9c+dOhIWFITY2FsHBwbh27RoSExPJ\npF6n06GyshIREREwmUyIioqiFBemoDIajWhoaMCIESN66+PpdZw/fx6NjY2w2+3k1WGz2fDKK6+g\npKSk177XgQMHtqxZs4YyHRlPV6vVIiwsDEajEX369KG8yK7Q1TCvvr4edXV1iIyMpNYdAFKm9mZv\nnKkzWb2+/vrrEAqFRCNlAcsGgwECgcClXhlDqqWlBVKpFPHx8fjtt9/g6emJJ554gjZXffv2xeHD\nh/H444/jzJkzKCoqInbItWvXYLVaqR/PkuJffPHFW816en+HbLVaYTAYYLFYUFJSgmnTphHpnKnT\nrl69CrlcDqVSiVGjRrlEw7P+X0VFRZcUHz8/PygUCuTk5ABo/cKZcU9cXByio6OJxN7Z0Z414W/5\nAfx/syCWMbZq1SoUFBTg2LFjMJlMyMzMpLZEc3MzpFIpmpubIZfL4enpicLCQlLtaTQa8uXduXMn\nkpKSwOVysXHjRjz33HPw9/dHcXExpFIpBAIBsrKyUFdXB4PBgODgYDQ1NWHHjh3w9/fH6dOn/3LD\nvLYL6ooVKyCRSODp6YnXXnsNn3zyCV5//XWsXr0aEomEfrDMMyAhIcHlsdrKmhmeffZZ+v9NmzYR\nRTAyMhJisRjV1dV46qmnsHnzZgwaNAhqtZo4zg6Hg1R+TU1NxE/+K4IZ67PBJotY6m2wC5nVasWN\nGzdI6svlcnHq1CkEBAQgNzcXv/32G1QqFVJSUigsAvhvnl1FRUWXzAo/Pz/U1NQgLy8Pv//+O0VB\nnThxAjExMTRsVavVnR7t2ZD7VuDxePR4DocDy5cvR2FhIU6cOAGTyYTLly/Dy8uLeMdssBkWFgah\nUEg9e7vdTvVaXl6O3bt3Y8CAAeByudi8eTOeeeYZIiewer1y5QrUajX0ej1ROXft2gVfX1+cO3eu\nx99PR+jR+Z9NxJmZc0ZGBs6ePYuTJ0/iiSeegMFgwIoVK5CSkoL8/Hw4nU5KWQZAX0p3XN1Yw95m\ns0EoFILP54PD4UChUCAvLw82m63dYux0OnHs2DEAuKXHMQPLC2MBlw0NDfD29kZsbCzS0tLg7e1N\nRjZWqxVisRgGgwFz587FU089BaFQiEGDBkEsFuP69evw8fHB6NGjYbPZkJaWhsLCQjQ2NuLjjz9G\nTk4Opk+fjpiYGJSXlyMhIQGDBg2ixTwpKQnx8fFkjPJXynPbu3cv9u/fT39+5513MG/ePCxcuBDr\n1q2jNgWTR7N2DuMQBwcH48iRI91+PpPJBIfDAZPJhOnTp2PcuHFk5KTRaGA0GlFbWwuNRkPPycyL\nhELhX3YxBkCtLcYIYAtnW5ew3gKroalTpyIzMxPnz5/HmTNn8Oijj8JoNGLp0qW45557UFBQAKfT\niUuXLqGpqQktLS3g8Xjk49AV3NzcyKuGXYBZvTIPCZvNRgbvDM3NzTh+/DgAdOlx3BYsj5PVK4tw\ni4mJQXp6OmQyGf0eWL3q9XrMmTMHs2fPhkAgwKBBgyCRSFBSUgIfHx+MGjWK6rWoqAharRZr1qxB\nXl4e7r//foqgi4+PR1JSEpxOJxobG9G/f3/ExcVRvd7chrsd9GiH3NLSgkGDBuH69etIT09HfX09\nTcrT0tKQmpqK9PR0nDhxAhwOB3PnzqXeq6+vL95777120kvmm3zzsYlNS3Nzc4mkzhZ2Ho+HvLw8\nDBs2DFqtln4wHA4HU6ZMoeSI7kIqlVJgYVhYGCoqKvDwww8jKysL7777rsu0fty4cfDz88P7779P\nz33y5En069cPDocDv/32G06ePImqqipUVVXh3nvvxbFjx7Bnzx4cPHgQCQkJGD58OAoKClBcXIyY\nmBiMHDkScrkc5eXlMBqNSElJQVFR0V+GgXLu3LkuDaBYeseaNWvg6emJhoYGWhBnzZoFg8GAyspK\nOBwOHDhwAKWlpR3ukNti8eLFOHnyJBoaGrB69Wq0tLS43OfGjRvw9fWl3bjT6YS7uzuUSiVxaDds\n2IAFCxZgyZIlEAqF7Z5z7dq15F99K/HGzfjuu+/wyCOP9Og+beHl5UWMi6amJri5ufV6v7WlpQVJ\nSUkoKSlBRkYG6urq6KSRlpaGr776Cr///jtOnTpFuZKs98o2TX5+fi7sD+ab/PDDD7s8F9v55ubm\nutjQAq0bsYKCAiQnJ5PyEgC937Kysi6tDW6Gl5cXFAoF3b+iogIPPvggrly5grfeesslNiwkJAR+\nfn748MMPSRTC5mAOh4Pi16qrq1FdXY1Jkybh+PHj+Oabb3D48GHEx8dj2LBhKCgowPXr19GvXz8M\nHz6cqHIGg6FX67VHCzKLRcnPz8f58+cxceJEPPHEE9izZw8WLFiAefPmoV+/fhSxM336dMTGxpLT\n2blz5yASiTBs2DBs2bIF6enpSE1N7XK7P2DAAFRXVxOViRl5cDgcXL9+nWwxORwO9Ho9zGYzoqKi\nyKe4KzQ0NMBms1FPjYUTenp6YsWKFVAqlfjggw+wbt06us/Zs2fx4osvAmht4YSHhyM0NJRkqVFR\nUbjnnnvwzjvvkKppypQpWL58OQIDA5GZmUkL/MiRIzF37lwAwLp167Bly5aefB3/E6xbt+6Wbnxs\nofPy8qLPpi2am5vpotnQ0IDAwMBuBX1OmjQJmzdvptt98cUXeOGFFxAeHu5i2cksOJnbHhs2Lliw\nAMuWLcP777/foaeFyWQi97hNmzZ12yf52LFj0Ov1FEnVEQ4ePIj8/Hx88MEHWLp0KaKjo6FSqeDv\n7w+TyYRLly5RQrK7uztd1HoTTB1ZUFBA9froo49i3759mDdvHhYsWIDMzEwolUo4HA5MmzYNMTEx\nlCb9yy+/kJBi27ZtSE9Px7Bhw3D+/PlOn3PAgAFQKBSwWq00G2H1WlJSgqCgIGKY6HQ6mM1mBAcH\nIz8//5bvR6PRwGq1UlAqC/8ViURYvXo1VCpVu+/5xIkT+Mc//gHgv/XKjKyYB8W4ceOwaNEimn1N\nnjwZ48aNQ2BgIC5fvkz1OmLECMyZMwdAK92RUWF7g3/M0GPa27Zt2xAaGoqKigpkZWXhzTffpBTY\nlStX4vnnn8fLL79MrnD79u1D//794XA4aFgWERGBiooKTJgwAQqFAiaTCf/85z87fV6z2UwmKExi\n2tjYCJPJhKCgIJw+fRopKSmQy+W4cuUK8vLyMGnSpC4VgBUVFaioqMDIkSOpj8cI8bNmzaJ4IHd3\nd/z000/t7j9r1iw0NjaitLQUEydOREBAAMxmc5cc4pdffhnXr18nM3yz2YzIyMgey8f/V0M91hf+\nIygqKoJOp6OenclkglAoREFBQbcpaR9//DEN/gDg3//+N9kmenl5QSwWQywWw83NrcO+e2c+xEuW\nLIG/vz8aGhrg4+MDLpfbqffF5s2bER0dTTvZ2tpakuA++OCDHd5nx44d5FGiVqsRGRlJMWiNjY0o\nLy9HfHw8dDodmpqa8M477+DGjRu99r3GxMS0fP755wgJCUFlZSWys7OxcOFCuLu744033sCyZcvw\n0ksv4aWXXqJ6PXDgABITE6leq6urERkZifLycowfP5743myR6wgmk4mYHEajEeHh4dBqtTCbzQgI\nCMC5c+dol3nlyhUUFBRg/PjxXfapKyoqUFlZiZSUFKpXiUQCk8mE2bNnE2uFy+Xi+++/b3f/2bNn\nQ6vVory8HGPHjkVgYCBMJlOXHOL58+fj+vXrmDJlCoD/1mtP5eP/H90a6vWoh8zCKGNjY5GQkEA7\n0+3btyMiIgIbN25EUFAQZVeVl5fj4YcfRmxsLEJDQxEXF4e4uDjo9XqkpKQgPT0djY2NXS7GDEzR\nBIA4zQCoZ3zgwAGo1WpSdN1Kjl1UVITU1FSUlZWR6i4jIwNWq5UWfU9Pz077Z/v27cO0adMwZMgQ\n2rnfStDh5eWFSZMmkZ9DYWEhJRj8FdDWlWzlypV/eDHetm0b+WI3NTUhKCgIwcHBPbZwbLsYf/XV\nV3Bzc4NQKCTJcXNzM5qbmztl33TmQ8ySRGQyGZ1wvvjii3a3O3jwIKKjoyGRSMjzQCKRwGazkcCi\nI7CMNWZqfunSJRgMBri7u0MoFNJnweVyyWC/N8HhcCCTyVzq1d3dHV9++SUiIiKwZcsWBAUFQSQS\nwWazobKyEjNnzkRMTAxCQkIQExPjUq8ZGRnQarVdLsYMLJMOaD0VsXplSr9Dhw6RapPL5d5Sjl1c\nXIy9e/eivLycVHeXLl2C1WqFxWJBeHg42W52hD179mDq1KkYNGgQrFYr7Hb7LQUdUqkUEydOhEaj\ngUKhQFFREa5du3bL9/5H0KMFWSKRUK+loKAAb7zxBv71r3+hpKSEpIY+Pj5ITU3Fxo0b8cMPP+DL\nL78kf9uzZ88iJycHHA4HRUVFUCqV0Ol0WL16dZfPKxKJwOfzib4C/Fc1OGXKFMjlcjQ2NqK4uBjh\n4eHduoJ9/fXXiIuLQ3BwMLy9veHp6Um0NrFYjKSkJNTX10Ov13eakDB//nxs2LAB06ZN69aRU6fT\nYerUqVixYgU8PDywZ8+eDl3OOsKdlAGzYcsHH3xAf9cbQ7GXXnoJWq0WFosFnp6e0Gg0qK2thVAo\nhKenJz7++OMe2WPu3r0bZrOZhjY8Hg9Go5E8lXuKRYsWgcfjQaPRwGKxwGKxoLm5GZs2bXK5nVAo\nhFAopNZCRUUFGfS09WmoqKgA8N8LG+ttM6Pyt956i3xKhEIh/Pz8MGvWLOqf9raXRVFREWpqaqBQ\nKFBQUEAtnLb16u3tjb179+Kzzz7D0aNH8dVXX9Ew7pdffkFubi44HA5FtOn1+ltGEnl6esLDw4NC\nPoH/qgYnTpxIJvIlJSUICwvrFk12//79ZPYjk8koQ9FsNkMoFGLAgAGor6+HTqfDxIkTO3yMV155\nBWvWrMHUqVO7xVHX6/W49957sXTpUvD5fOzcubNDc6SOvrfbrdce9ZBVKhWKiooQFhZG+vvAwEDq\nxY4YMQKNjY2Qy+W0k2b+Bf7+/oiPj8eMGTNc5K9MNdMdiMVi2Gw2mM1m2g1xuVz4+vri9ddf7/Tq\n2BF27tyJpUuXora2Fp6eni6J1/Pnzyf7TKYsA0C85LYICgrChQsXsH79+ls+5/3330++qywTrDMf\nD+bryn7QK1euxI4dO7r9/nqCmpqaP/wYzOpy1apV4HK5eP3117Fp0yYolUp4eXmBw+FAKpXCzc0N\nVVVVCAwMRFVVFSQSCfV5O8PSpUvh7+9PvgR8Pp940BwOB3a7HVarFQKBgAZ5PcGSJUuQmpoKnU5H\nlKq2PWVG72tqaiIvCr1ejz59+rhIiRkLJS4uDvv27YPBYIBEIkF5eTlaWlrw8ccfY/78+QBarUUH\nDBgAoFVE4e7u7pKd2BsICwtDcXEx5QyyRZHVa0pKCs1PvL29ERMTg5KSEpqlxMXFYfr06UR/A0Cq\n1O5AIpFQ35fVO5fLhY+PD+bPn0/q3u7giy++wPLly1FXV0eKTlav//znP4l+2lYyz3jJbREcHIzX\nXnsNa9euveUOeerUqWQSNH36dHz00UcdugS6ubmRbzobKN6u/UGPdsh8Ph8jR45EYWEhxo8fjw0b\nNkCtVkMul6N///6wWCzw8/Mj0j7r0ZaWliIgIACZmZn45ptvcOHCBXrMuro6HDhwoNuvwcfHByEh\nIS5+B7GxsT1ajBmSk5OJv8rhcFBVVQWdTofo6GhcuHABDzzwAM6cOUM9ZBbKeTPaNvg7w4oVK3Df\nfffRe2fJvZ2B/egYPv74Y/z00093PEKnu4qzm8F6rywME2jlLbMCZPTFyspK8Hg8cLlcyOVy6v92\npHZavnw51qxZQ3E7TU1NcDgcZFPKoqDsdjs8PT1ht9shl8u79Xo3b96MTZs20aT+6aefRktLCx2t\neTwedu/eDQDkodvS0gKTyQSRSARPT0+o1WpMnTqVfKr79OmDHTt2ICkpCZ6enhg8eDCsViuZqQcF\nBWHTpk1Yu3Yt5syZQ/d79913sXjxYpL59hb4fD5SUlJQXFyMcePG4bPPPiNObkJCAqxWK/z8/Kg3\nynq05eXlCAgIQFZWFvbv34+0tDR6TLVajYMHD3b7Nfj6+iIoKKhdvfZkMWYYPHgwDW45HA6qq6vp\nwnjhwgVMmzYNx44dox4y+43cjPXr199ygL5q1SpMnTqV3vvdd9/d5e09PT0hkUhot7xs2TL8/PPP\nuHTpUo9Obz0a6kVHR7fMnj0bH374If1dWVkZ+YFaLBYkJSXB4XDgyJEjiIiIQG1tLTgcDpRKJSQS\nCXx9fREVFUWTe6PRiPT09E6PGV3hZqOZnkKtVoPP58PhcMDHxweZmZnw9vbG5s2bMWXKFNTV1aG6\nupoEHuPHj6fhX09gtVqhVCpRVVVFnsY9xWuvvUa78MTEROTn5/f6UG/r1q3gcDiYMWNGt3dBN2PD\nhg3Q6XTUt12yZAkee+wxGAwGGI1GVFdXIyAggDyztVotJU+bTCaX+wmFQtoFs5OJWCwGj8ejk5JU\nKnVJsWFeDQzdCRZlWL16NRng+/n5QSaToaamhi74jOkTEBCA69evt0s+/uabb6DX6+li6uHhQY5q\nTAXG6JUymQwGgwHvvPMOdu/eDZPJhLlz5/ZqyGl0dHTLc88953L6YPXa0NAAq9VKA/f//Oc/CA8P\np1AElUpFviKRkZHUtjMYDMjIyMCECRN69FpaWlrgcDhop307YDYDDocDvr6+uHz5MmQyGbZt2+Yy\nm+nfvz+4XC7Gjh1Lw7+ewGKxQKVSobq6GiNHjryt3v4bb7yBtWvXAgCuXr2KgQMH9r5ST6/Xo2/f\nvjh//jwtLEajEb///js8PT0hlUqRlZUFrVaLwsJCREVFQSgUIjAwEKGhoZgwYYKLyxLr0WZkZGDQ\noEE9jodpG4R5O1AqlYiNjSXOMjve6PV6FBQUUI7Wr7/+SoGkbXtIBw4cwJUrV1BXV9fhMAhobfPk\n5eVh4sSJiIqK6tbrOn/+PJKTk+mzKisrw4wZM3D16lVIpdI74i8LAHPnzsWPP/4ItVrd4/suXboU\nTqezXbtgyZIlePrpp8lpKyAgALW1tQgJCXHxjRWJRGhpacGSJUvg7u6O999/H+vWrXMZ3LHhFxNV\nsLYOi4Jqbm5uNzDsyQWbx+OBx+O5CHL27t2Luro6SoIRiUQoKSmhxXjHjh0IDQ2FRqOBWq2mASZT\niQqFQjoxsKSN1atXw2g0EsuEHYN7OwnGYDCgT58++PXXX+kiZTQakZmZCZFIRBaVrF4jIyMhEAgQ\nEBCAkJAQjB071sXFUK1WIzMzE5mZmdSG7C7YotZRG6G7UKlUiImJoXplda/X61FYWIiamhq4u7vj\n4sWLFEjKqIVA63D26tWrqKurw9atWzt8DqVSibS0tB5dcH799VcMHjyYPquysjJUVlbiqaeeglQq\n7XbdAz1ckNlUuu1xm+XiZWdnY9GiRRRTz9JeMzMz8dtvvyE2NhY5OTmw2Wyor69HbW0t1Go1YmNj\n4ePjQ0bYPQVzDespdu3ahdOnT+Pll1+Gr68vfHx8oNFooNFoEBwcDF9fX4wbNw5yuRwjRozASy+9\nRD0/hr/97W+39AHw8fFBUlJSj17bzbvoqKgoly/1TgpGrFYrLl++3OP7tR0I3gFb3c4AACAASURB\nVAy9Xg+JREIcUqlUCqPRSItnc3Ozy2mH7aLaLsaLFi3C2rVrIRQK0dzcDA6HQycVT09P6uPdLNbo\nzu7mq6++cpEyf/3112QV6uvrC4vFgoKCAkyaNAm5ubk0vANaT1n19fUudDjWmuFyudBoNAgPD0dF\nRQXWr1+PlpYWOh2sXLmSAm1NJpMLm6Q3IBKJoFarXcy7CgoK4Ofnh5ycHCxYsAB6vR6HDh2Cv78/\n+vTpg6ysLGRkZCAmJgZ5eXn49ddfoVarcezYMajVasTExMDHx+e2LtoAKPqIgXHJb4Xdu3dj3bp1\nmDt3rgunnSWiMIVsWFgYJkyYgL///e/t6vVmMUtHYCk1PUHbExmAdgtwT+LCerQg+/n5YeHChfjx\nxx/Rr18/ZGZmgs/no6KiAuHh4Th79ixCQ0MRGhoKkUiEX3/9FRKJBJMnT0ZmZiYV2mOPPYZ58+ah\nqqqKNPS368xltVpdPCvYcKcrVFVV4eLFixAIBNi/fz8daQUCATw8PGg3kJycDIFAcNtUl127doHD\n4RDvuCN0Z4fPMuiY2qm3d8jh4eFYtGgR9Xyffvrp23qcFStWdMgtZsnHRqMRHh4eUCgUFHZaX19P\nzm6sf8t6bmzxYr8bk8mElpYWiEQiCo5lWX0eHh5dRv50hv3798NqtdLul80TmARYo9EgMjISbm5u\nuHHjBmJiYjB9+nS6/5QpU2A0GsHj8WAwGMhidMaMGVi5ciXq6+spo64tK4NFAd1JVFRU4NVXX6Vd\n4uXLl1FZWUlpzefPn0dISAhCQkIgEonIGGvixInIysqiC+Tf/vY3LFiwANXV1aitrcU999zzh+q1\nqz93hKqqKqxYsQICgQAHDhygSCQm0S4vL0d9fT0GDx5MnhO302bYvXs3vvvuO9x7772d3qY7O3wm\nhS8sLMTgwYNRWFjY7dfQowW5tLSUbCoBIC0tDUlJSeQ1YTAYcOXKFcyZMwdbt26Fh4cH4uPj4e3t\njQULFtDi43Q6sXz5cuj1elRXVyMrKwu//PILBg4c2OXz5+Xl0dVLr9fT8artosZ4xDKZrNPjakVF\nBZ5//nl8++235B4FtPI2DQYDMTbeeust7Nu3rycfkQtulYSyceNGmrrfDPaDZ31S1ssrKSnpdc+D\nyspKzJs3D7t27epScr5u3TosXLjQ5e927tyJZ599tsv3wuwOzWYzGhsbUVdXBy8vLxqQvfbaa1i2\nbBk4HA4NFZctW4bFixeTBSLwXz7x2rVrKQcOaPU3YLaPN6MzOiJrsTCqI0scYdarEokESqUSPj4+\n1Bc2GAyUGn7s2DEMHz6cvg8ej0eJIDNmzMA333wDX19feHp6wmw2w2634+rVqx22dG53kHor+Pj4\nID8/nzi+6enp6N+/Py1kRqMR2dnZ+Pvf/47t27eDz+cjLi4OMpkM8+bNo8WnubkZRqORZgDZ2dku\ng/nOkJ+fj8TERACtlE+24Wm7qLGgB5lM1ml/ubKyEs8++ywOHjxIsmygtV6NRiMWLFgAmUyGd999\nF3v27Lntz+tWu9jNmzd3uhiz3x8zKvP19YVCoUBpaWmPbBx6NNSLi4trSUpKwrfffguAmtUut7lw\n4QIyMjLg6+uL+vp6FyYDM3ffu3cvRCIR3NzcMHz4cNx1110QCAQYM2ZMO4c2o9FIMfDMjIV9eRqN\nBnK5nI7AxcXFsNlsRP5mPsad4dVXX4XFYsETTzyBsWPH4vz589DpdNDpdNDr9XjggQfg5+d3yx33\nrfDjjz+67KpuB2q1GgaDAU6nEzNnzkROTk6vD/VWrlyJwMBAPP/88/j888/R0tJC1pAvv/zyH3qO\nrKws1NfXo6KiAiaT6Q8bJy1dupT442KxGBwOh1wB2yZ4dDXUW7JkCby8vBAbG4uSkhLI5XJUVVUB\nAA33WF+3ubmZDHdsNhs8PT0xZcoUnDlzBo2NjWhuboaXlxdaWlrIKoAxMex2Oy1CbJOgUCggFArx\nwgsvuLym3hzqxcXFtQwePJikvR3V68WLF5GZmUltiLZMhvLycgCtw0qRSAQOh4Nhw4Zh4MCBEAgE\nGDlyZDuHNoPBQDzntvXK5/OJ4cHqtaSkBDabDUlJSVSvXbnevfbaa7BarZg1axaFW+j1evrv/vvv\nh4+Pzx8+QR49ehTTpk37Q49RX19PhlF8Ph9yubz3lXpGo5EWYwAYOHAgtFot1Go1HT2YUU5KSgoa\nGhpQVlaGjRs3Ii0tDadOncKZM2fIiEcqlaKgoAChoaFwd3fv0C5TLBbDYrFAqVSioKAAPB4PSqWS\nKErMAzctLQ1lZWU4efIk0tLS0NjYSMfkzhAdHQ2z2UwXCrlcjoMHD0Kr1eKhhx5yuYh0hO7wRj/6\n6COMGjWKFIW3C51OB4fDcUdsGoFWKpDNZkNgYCCWLVuGF198ES+99BJeeOEFmEymHgk4bsamTZtI\n1enm5gabzYbly5f/odf7wQcfEOWNZaWFhoa2U1Z2teEQCoVISkqCUqkkP2+z2Yz58+fTglJYWIi8\nvDxcvXoV5eXlKC8vR15eHslpx48fj4CAAHh7e0Or1cLpdJIDnUKhQGNjI4W71tbWoqGhARqNBl5e\nXr3q690RTCaTi8/CwIED0djYiPr6elgsFgCt/gxhYWEYPnw4ybk/++wz/Pbbbzh16hTOnj2Lvn37\nwm63QywWo6CgACEhIeBwOB3aZbJZgUqlQmFhIfh8PlQqFSkhWb2mp6ejvLwcZ86cQXp6OjE/ulI+\n9u3bFxaLhS4UYWFhOHz4MLRaLR544AGYzWb6t47QHfHWypUrkZKSQi50twu9Xk/y856EavSoZcF+\n7Pv370dBQQFmzZqF+Ph4aiWYzWYcP34c//znP4l0/fXXX2PGjBlwOp2YNm0aRo4ciYceeghGoxG+\nvr7QaDQ4fPgwjEYjNBqNy7HBarWitraWDKHNZjMqKytJLdVWucem8IySxyJ9tFptu+Y+A3OFY6or\nZooybdo0FBQUIDs7GyKRiFKj/f39odPpaBfBBkuMdVJVVQUej4fGxkbU1tYiKysLQOuRevz48di6\ndSuZCd0KRqMRYrEYW7duhaenJ3x9fXHffff15OvqEcLCwlwGlGxX/+WXXxI7oCt0ZRY0b9485Obm\ngsfjQSwWk0FLT1BSUoJr1661O2l4eHiQpFkikbQ79nbVDujKca6hoQHz5s3rVkth1KhRxDf18PBA\nTU0NamtryfCoqakJffr0QX5+PubNm4fNmze7fAY7d+5EZWVll4PR24G3tzeqq6tx4MABFBYW4pFH\nHoG3tzfy8/PJ5OjUqVMUKgC0WgI88MADcDqdmDp1KkaMGIFHH32UFnCNRoMjR47AaDRi7969ePLJ\nJ+n5WCBDaWmpS706HA5UVla2U+5xuVyi5P3yyy9EB+wMbevVYrEgKysLVqsVU6ZMQWFhIXJyciAS\niXDy5ElwuVz4+flBr9eTxS3bNDLWCatrrVaLuro6ZGdnk4H/2LFjsX379m7/VpkIaPv27RCJRCgu\nLqbZkUKh6PZ31qMFmV3Ro6Oj4e3tjZycHMTHx6N///5oaGjAt99+C29vb9TW1gIAHnroIbzwwgsk\njWT+q6GhoZg6dSq+++47DBo0CDExMeDz+S5fLtDaj2GpzcyLWa/XY/z48YiOjqa0WYfDgRs3bqCx\nsZEmqWPHjsWJEyc67S0CraR1X19f8Hg8uor5+/tj5cqVGDp0KI4fP44hQ4Zg7ty5uO+++2AymbBh\nwwZs3LiRDPAZnW3y5MmYOXMm9Ho93nzzTcTHx4PL5VKQK0u36AhbtmzBiBEjkJ2djWHDhuHIkSOY\nOHEi+vTpQwv4888/j9DQUMTHx/f6ziomJoa8hhmKioqwevVql8U4IyMDDQ0NtDvcsWMHvL29MXPm\nzFs6t4lEItjt9ltKSjsbDDY0NKClpQWHDh3CQw89BKBV3v3pp59CKpWipaUFXC63RwKh1NTUTgeY\nbfnQDCtXroRAIHBpt6xatQpvvfUWzpw5g5SUFFgsFhgMBtTW1nbaKnnllVewdu1acLlcLFiwgIz5\ne5v2lpubC6BVsCKTycgBMTExERqNBl9//TVkMhkqKyvxzDPP4NFHH8Xzzz9PF2aDwYDly5ejvr4e\nkydPxuHDhzFw4ED069cPfD4fs2bNcqlZs9lMqc3Mj1iv12Ps2LGIjo7G5cuXqV5LS0tdPJDHjBmD\nkydPwmazdcq8YPXK5XKpXv38/LB69WokJyfj5MmTGDx4MObMmYMHH3wQRqMRa9aswZYtW2jBvHz5\nMgICAnD//feTax/zbLl48SIpGaOioigo9WZs27YNw4cPR05ODpKTk/Gf//wHxcXFLtaiL774Iq5e\nvYq4uLge0fx6rKqorq5GcnIy9uzZ4xKTY7PZ4O/vj/Pnz4PP5yM5ORmHDh1CRkYGPvroI9TW1lIq\nwDPPPIPz58/j888/x44dO9DY2AiDwdBua+/j4wOTyQSBQEC+AAaDAYcPH4avry8SExMRHx8PoPXH\nfLPlpkKhAIfDwY0bNxAdHd3uvXA4HGRlZWHw4MFk3anT6ZCcnIzGxkZIJBJUVlbCarWSWk+lUmHm\nzJnEX87Ly8Mrr7wCf39/6PV6SkKx2Ww4evQoJk+ejJSUFACt9KwLFy5g5MiRuHHjBoxGIwYOHEj9\nWaVSiYqKCsTGxkKtViM9PR1OpxNyuRwOhwOnT59GZmYmXfB6C0ajEYsXL3YZzLm5uRFHmIHRp9jO\n6Pnnn+/W43/99dcUSCoQCLBmzRosWrSow9uyxXj58uVobm6mXSNLuriZkmc2mylsljnJdRdPP/00\n9aK7Y73p7+/frufL5gtvvfUWcnJyiAK1YcMGrFmzBhaLpcOdb0dm5j3ZSXUXCoUCoaGh+Oabb1zo\nqixl/fz58zhy5AgGDx4MuVyORYsWYeXKlaitrcX8+fPh5eWFp556ChcuXMDmzZuRmpoKrVYLo9HY\nzr/Z19cXVVVVLvVqNBrxww8/YNeuXXA6nVSvbDjaFmwhLy0t7fC9cDgcXLlyBYMGDWpXr1qtFmKx\nGJWVlbBYLPQ7CAoKwgMPPED85YKCAsyfP592z+Hh4QBaZwbLli3DpEmT6HMSiUS4ePEiRowY4VKv\nTJV6/PhxVFZWIiYmBmq1GhkZGdi8eTPCwsLw/fff49y5c8jKysL69eu7PTPp8YLMjhwTJ07Ejz/+\niDlz5iA3NxcOhwP+/v7IycmBTqfDyZMnUVdXh5SUFEilUrz33ns4deoUKfKSk5ORnp5OxtH/+te/\nOjwiGI1GMhFhV8ZHH30UO3bscFGTyWSydvxdi8UCjUbTKYHdYrHgu+++AwBqQTD1kq+vL7RaLVas\nWAEA1B8MCgoiJzk23ElMTMTkyZPxww8/UN8uKioKMTExOH/+PDIyMvDyyy9Dp9Nh5MiRAEAXCJZ4\nAJACDxwOB6GhoVAqlRCLxQgMDMTy5ctRVFSEvLy8bkVT3Q7a+jI4nc5Oj+o3n2SAVktMd3d3eHp6\n4sknn3RpzzzxxBOoqKigY2p3wfrlS5YsIZn0zTQpJqU2m80knwZah35cLrdTi0/W2mKLJQtoZTaY\nHeHmxRgADRA//fRT5Obm4pNPPoHJZMKCBQuwevXqOybi6S7YUHvs2LG0qcjNzYVKpYKfnx/y8/Nh\nMBhw+vRpzJo1C2lpaZBKpVi8eDHOnDmDCRMmYMOGDQBa5f7vv/8+dDodli1b1mE7q6N6feSRR7Bz\n504XzxqZTNaOv2u1WtHQ0NCpHsFqtWLfvn3Yt28fcbmtVisSEhLg4+MDnU6HpUuXYufOnWhsbITT\n6XRJJ9JoNBCJREhMTMSkSZNw9OhRmM1m7N+/H9nZ2ejXrx8uXLiAzMxMGAwG7NixgzadrF6ZFzMA\nJCQkoKCgABwOh4ROLLh26dKlKC4uJmvR7qJHLIsBAwa0pKamQiqVuuw4c3NzMWDAAFy9ehXLli1D\ncnIydDodAgMDkZ6eTi+SLW4MCxcuRHh4OMaMGYPa2loMGjSonW2mSqVCQUEBdDodbDYblEolZs+e\nDafTidTUVHA4HJSVlSE/P5+SD4DWHvL169chl8sRHByMxMTEdovBwYMH8fDDD+PatWtwOBzIzs6G\nQqFAcHAwpFIpTCYTRo0ahbKyMlpMWHRMWloaBAIBnn/+eSiVSmzfvh3V1dWwWq1YuHAhzp49i8jI\nSDzzzDO4evUqTCYTYmJi6Ee5f/9+SCQSjB492kWKbbVaUVRUhIiICHzxxRfw9/dHYmIikpP/O6C9\nk37I69evpwsk0MpdHTJkSJf3X7ZsGXkFCwQCzJw5s91tVCoVCSyKiora0eduhR07dkChUHRoQrRp\n0yb4+PgQP3n69Ok4cOBAt8I7ewvbt2+HSqVyeX1s9221Wjs9ETC6n0Qiwfr161FaWtpr3+uAAf+v\nvXMPj/lO3/8rk8lkkkwi57OcRRARKYrqbh2qVFFW1XnVtraqirZKD4qqxbIVp1I9oFiskqLEOXUo\nQUglIREhiZzPp0kymZlMfn/k+ry/iRwkmu72+l25/9mta2bymcPzfJ7389zPfXev2bVrV714ramp\nIS4uTsTrypUreeqpp0S8Xr16tV5SqYsPPviAjh07MmDAAHJzcwkKCmogm5mVlUVCQgKlpaVotVqy\ns7OZMGGCWLiR4jUhIYFjx46JKvv8+fNC/c3Z2ZmuXbs2mAeEhYUxZswYEa8xMTFkZmbi7OwsTHYl\nLY5H41VyjZ42bRrZ2dls376dtLQ0NBoN8+bN48KFC3h4eDBlyhRiYmKoqKjAz89PFH0HDhxApVIx\nYMCAeqvYlZWVQmVyx44d2Nvb07Vr18ZipkUsi1Yl5F69etX89NNPODs7Ex0dTXl5udCErbvXX1xc\nzNatW7GysuJPf/oTHTp0qCf6snbtWnr16kVycjJpaWn07NkTjUbTaAAZDAaioqIoLS2lpKSEnJwc\ngoKCKC0tJSkpSbhDSx5sXl5eFBUVERwcLDQQ/P398fT0bDCBT01N5e7du2IZ4MyZM6xfv57jx4/T\nt29fPvjgA4qLi+nSpQvFxcV07NiR5ORkwak0GAzo9XoRbL6+vqxZs4YRI0Zw8OBBCgoK8PPzE8/v\n1KkTeXl5JCcni0GUtbU1PXv2bNSsdcmSJbi4uDB27Nh61UVbJ2QPD4+atLQ01q5d2+AoHRkZKVaW\n+/Xr1+C5oaGhVFZW0qFDhyapcRs3buTVV1+luLhYLAM1VmU/KTZs2CBEfDQaDa+99lqDx7SF2P6T\nYNmyZWLdvaCgAL1eX6+3vHTpUpycnNDr9axatYr09PQ2vdFKbtHR0dFUVFSIJaO6w9GioiK++eYb\nrKysGDBgAFZWVvXidd26dYSEhJCSkkJ6erqglTa2+VZdXc3NmzcFFS03N5fAwEBKS0t58OAB6enp\n6HQ6ysvLqa6uFmYTPXr0EPHq5+eHh4dHA+/N1NRUEhMThbjQmTNnWLduHeHh4fTp04ePP/5YxKuk\nOinZQ9WNV6l94OPjQ2hoKMOGDePQoUMUFRXh6+tLQEAAxcXF+Pn5kZ+fT0pKCiqVSsRrcHBwo/3+\n5cuXixZJI1owba9lAbU9mdTUVJKSkqiqquLmzZv1LI6kD06v1wsHgujoaIYNG0Z6ejpxcXHY29uj\nUCgoLi5m5syZ/PLLL03S02QymXhzWq0WGxsbTp8+jZOTExqNhvj4eOH2YGlpiYuLC97e3mIrSuIi\nP5qMN2zYIKhHkjmptbU1CxYsoLy8nCFDhmBpaSkGIpIguUKhEGwLqO0hpqSkEB8fj5ubmzgySz3x\ngoICkpOTCQgI4KeffsLW1paKigrGjBnDtWvXqKioIDo6murqalxcXOoN7EJCQkRvLDs7W5weHu3t\n/lYoFApWrVrVIBl/+eWXXL9+HXd39yaPkS2RunRxccHMzEzQ3mpqalplmdQcli9fTk1NjVgEaiwZ\nA/+TZAz/NxxcsWIFJiYmDVTOli5dyrfffovBYPhdesguLi6kpqYSFRWFVqslOjq6gf64xIQoLCzk\n0KFD3Lx5k6+++oqMjAxiY2OJj48X8TpjxgwiIyObjFdjY2OxWi7ZN507dw5HR0c0Gg0JCQliMGdh\nYYGzszNeXl719gbMzc0bJOPNmzeL+ZSku25ra8uiRYsIDw9n0KBBqFQqvL29sba2FlK90vq7RKdT\nKpU8fPiQhIQEXF1dRbyWl5djZGREQUEBKSkp+Pv7Ex4ejo2NDRUVFYwaNYqoqCgqKir49ddfSU1N\nxdnZud7ALjg4WMSrdCOElp0yJbSqQvbz86v58ssvOXv2rLhLuri4IJPJ6Ny5sxhoSbh79y5Hjx7F\n3NycwsJCrK2tGT9+PFVVVeIOvHPnTrRabbP0Eq1WK4S98/LysLGxoaysjPDwcPR6PWPGjEGv1wu+\nJ9T+EKVhmEREf1TycsGCBTg5OYlAGDBggOh9paWlMXr0aFJTU0lLSyMnJ0fYSMlkMszNzQXpOycn\nh48//pjbt2/z4osvcu7cOSF0UlJSIhTKJBre2bNnUalUDB48WEg76vV63NzccHFxETS9DRs24OTk\nRHBwsBCy12g0PPPMM9y4ceN3t3CSEBERgbm5Offv36eysrJZGty//vUvysrKRP/54MGDVFdXM2jQ\nIHQ6HWq1mrS0NEEBawssXbpU6JFoNJoW0fRai8ZOD63FmjVrMDIyqvc6a9asoaamRrBU2nIxpFOn\nTjVbtmzh3LlzIl6dnZ2RyWTi1FgXd+/e5fjx4/XidezYsWi1WhGvu3btQqvVNvsZV1VVCV3l/Px8\nrK2tUavVnDhxgurqaqGJLtk6QW2h5+7uXi9eH5W8XLRoUb14feaZZ0S8pqen89JLL/Hw4UPS09PJ\nzc0V8WpkZISFhQXV1dUolUqys7NZtGgRd+7cYfjw4URERJCdnS18OSUrKCleIyIiUKlUDBw4sF68\nurq64uzsLOJ18+bNODo6EhQUJOK1srISuVyOiYlJ21fIkrwm1FbBo0ePxsrKqslNts6dO7N7927K\nysro0KEDbm5uDcToX3nllWa36aA2IUu9JoVCgVarpbCwEHd3d4YNG0ZpaSkFBQUolUpKSkq4e/eu\nsI1xcHCgpqZG3DH37NkjqiiNRkNmZiZ2dnYUFhYik8kIDAykrKyM7t274+3tXa/iDQwMFKR6Gxsb\nSktL0el0DB48GE9PT7777jvOnz+PQqEgPj4ef39/OnfuLLRxk5OTycvLE47ZcrkcuVxOXl4eZmZm\nQvrQwcGBsrIyoaer0WiIjo6mS5cuKJXK38UQszHs27cPZ2dnETSSXsNnn33WgDkgDbDMzMzEd3zy\n5EnhEiJN3Q0GA6ampk+kX90UpOS/dOnSx1oBPclrL126tE0s3hvrI0v/1lK+d2tQUVEhpAYePnzI\nSy+91KxaYOfOnVm2bBlqtRorKytcXV0bHL3Hjh372OUkKWlBw3gdOnQopaWlFBYWolQqKS0trRev\n9vb2wpihqqqKffv2CQkCScbWzs6OoqIiZDIZXbt2Ra1WExgYiJeXl1jWUqvVdOvWTSytWVtbi2WN\nQYMG4enpyfLly/nwww+5cOGCiNdOnTphbm5OcHAwKSkp5OfnCw0ZKV7z8/OFT6IkLSyJZdWN14CA\nAMzMzOqJUT0OrUrILi4uODs7Y29vj0wmIzY2tkm3D71ez5QpU3BycsLFxYUZM2Y0GoSPS8aA6N+Y\nm5sLtbA7d+4wY8YMYmJiKCwsFNdx/fp1bGxsKC8vF3QoBwcHHB0dkclkIhnHxcUJ2x4vLy8SEhKI\njY0lMjJSaN0GBgYSGBiIv78/MpkMpVKJi4sLhYWFVFZWYmdnh16v59atW4SHh7N161bi4+NZt24d\nq1ev5ttvv+Xo0aNs27aNtLQ0UlNTsbS0JCQkBDs7Ozw9PYmKikKtVosgkbzNwsLCePbZZykvLyct\nLQ2ZTMbp06eZPn16m2tZuLm58f7779ej5mzevJkJEyYAcPz4cfGeGzMBXbt2LXZ2dkK/WKlUsnXr\nVgoKCqiqqqJHjx5CwlQmk2FhYdGm7hjr169HoVCg0WiaNCmti9DQUMrKypp1KZHwe+lMPIrfo6rP\nzMzExcVFMBLi4uJwcnIS24t1ub46nY7XXnuN4uJiXF1dmTZtWqMi8i3ZFK0br8XFxVhZWZGQkMD0\n6dOJiYmhuLhYtMBu3LiBra0tarUarVaLlZUV9vb2ODo61qPV3b59m40bN6LRaPD09BSMo8jISO7f\nv8/IkSOFbkZVVZWIV2dnZ1GJ29raotfriY2N5fXXX+f9998nISGBDRs2sGLFCnbu3MmxY8fYvHkz\n6enpPHz4EJVKRY8ePbC1tcXDw4ObN28KJgnUxmt6ejqHDx8WFbukeX3u3DmxndlStGp1GmqPNXK5\nHL1e36wY0Pbt2wkODiY4OBgrKyuioqKaFQp/XHD4+vrSp08fxowZQ1RUFPv37+ff//43Op1O6KHq\n9Xq6dOmCu7s7Li4uuLu715NprOt0YGxsLLZyLly4QJ8+fRgwYADz58/H2dmZo0ePisdKTikDBgxA\nqVTi6upK586dcXBwwMnJCVdXV8zMzJgwYQI9evRg9OjRLFu2jMzMTP7yl7/wySef8Msvv4ihguQP\neODAAUxMTEhKSiI8PJyqqiqysrI4cOAA/v7+xMTEiH34srIyPvjgAxwdHX+ztsajMDIyYv78+YII\nHxUVRe/evYmOjubrr78mKiqKDh06NLnW+v7774sAkCiGfn5+aLVaXnvtNRFY0mlKo9EIT71t27ax\nefPmJkn4LcHcuXNFD7AlkCQv169fD1DPcOF/Aen9NzbY/a24e/cuJiYm9eLVyMiowWf1/fff06NH\nDxGvN2/ebHZdvrnPzMjICF9fX3r37s3o0aO5efMmBw4cYN++fej1ekpLS0lMTESv1wsDZEl1rm68\nhoWFideUyWQiXi9evEjv3r3p378/77zzDs7Ozhw7dkw81tTUlP79+/PM27xeLwAAIABJREFUM8+I\npOzv7y8SvYuLC0qlkqlTpxIUFMSoUaP4/PPPyczMZMyYMSxbtkzsAOj1ekxNTbGzs+PgwYPI5XKS\nkpI4ceKEWBE/ePAgnTp1Ii4uTsSrWq3mvffew8nJSXCvW4JWJ2SpN9LUttju3btJTU2lU6dOvPLK\nK/Tq1Yu0tDQiIyNJTk5m165dDUTE61aILcG8efNEJRwZGYlWqyU5OZmYmBiqqqqIjIzkyJEjyOVy\nMjIyhPhM3amwJFBtbW0tquuOHTuyevVqTExMGhgvSkmwb9++uLm5YWlpia+vL/b29hQWFgpa3cKF\nC3nhhRfEtNjGxka4LUOtYLq0iPLCCy9w/fp1nn32WUaOHInBYMDFxQVLS0v27dtH586dCQkJoXv3\n7owcObKe0lVbQ3IL2bt3L2VlZWRnZ1NcXExgYCA9e/ZkyJAhzJ49u8nn//Wvf+Xll1/m+vXr3L9/\nH3Nzc7GBFhERgVarpbKykpqaGpydnUXPXNquc3BwIDw8nO+//77F17xixQrWr1/PihUrkMvlLTpt\nQS0TQDpBrVmz5onshNoSs2fPZvbs2b/LdyvFa1PbYnv37iU1NRU/Pz/Gjh1LSEgIaWlpXLt2jQcP\nHrBnz54Gi0hlZWWtKgrmzJnD5cuXsba25urVqyJe4+Li0Gq1REZGcuzYMeRyOZmZmVhaWmJsbFyP\nPrlt2zagfry6u7vzr3/9C2Nj4wYMLSmf9OnTB1dXV1QqFT4+Pg3i9eOPP2bIkCGYmpri6+uLtbU1\nTk5OYoAul8vp2bMnZWVlPP/880RFRTFgwABeeuklsZdgaWkpiqjg4GACAwN58cUXhWlCa/Dk/kdN\nYPz48SgUCjw9PYmPj6dbt27CL+3111/H19e3QZsjIiKCxMRE7t2716ira1OQBoEzZ86ktLSU1NRU\nUYFVVVUREBDA2bNniY2NpaioSCyOfPHFFyiVSsGesLCwwMLCgqysLNFvaoqCp1Ao6Ny5M8nJyUKH\nV9JjHTJkCBkZGYSHh9dzEJFWjR/FiRMneOGFF4QspTTU69GjB3fu3MHJyUkYJ0qDjN9j0cDY2BgT\nExM6dOiAp6en+BHJ5XJqampIT08Han395HK56KeGhoZSXl4u9Gm/+eYbOnfujMFgqNc3W7p0KV99\n9ZUg6hcXF4seo9RTlhyka2pqCA0NxczM7LHtB+nvQu13OnPmzMe+15UrVwpBfBMTEwwGg+jjtkS3\nYt++faLPWVVVRUZGhjAMMBgMVFdX/9faHG2BsWPHimQdHx9P165d+fzzz4FaBxkfH58GfeQLFy5w\n7969Vser1JaZNWsWZWVlPHz4UMSrRqPB39+fn3/+mdjYWIqLi4V90vr168nOzsba2lqo+5mbm5Od\nnS3itSkKnsFgqBevkn57Xl4egwcPJjMzk1OnTjXpIFIXJ0+eZOjQoaJSl4Z6QUFBxMfH4+joKPrf\nknFwa0+zra6QH4fbt2/z4YcfClvxuuvQ33zzjVgjrgsLCwumT5/+xJXKtm3b+Oabb+jUqZMQIpIa\n8AqFgpMnT4q7/K1bt1AoFCiVSuzs7HBzc8PKygqDwUB4eDhlZWXcunWr0b8jCZdLLrqWlpZCua5/\n//6iEm/JQkJqaioZGRkUFxezfft21Go1Bw8eFCL//fv3JzU1lYcPH1JQUCCuMSkpqc2HegaDgczM\nTAoKCkSP0NzcnA4dOmBkZCRuAosWLRLJWKpMrKys+Oyzz9i2bRv29vaCNvSoo0Rubi42NjaUlJQI\nGVGpZyjpG0gWSlVVVTg6OnLo0KEWXf/mzZtbvGjy4YcfCinNqqoqgoODhUPw4xJpaGio0DcuKioi\nKytL3Mwl2cffkozbwv27tbhz5w6ffPIJW7Zs4cSJE/X6tlu3bm2Ue25ubs7UqVOfeDC7ZcsWtmzZ\ngq+vLxqNBp1OVy9ez5w5Q25uLkZGRiJeJSqcJN9pMBg4efKkkC9ojC0mScdKTAeVSiWU6/r169fo\nybkppKamkpmZSXFxMbt27UKtVhMWFiZE/vv16ycYHoWFheIaHzx4QFZWVos/m1Yvhpw4cUJUCI+T\nlQsICCAgIEC4wDaGuXPniuN6//79CQ0NpUuXLi36kJpCbm4uY8aM4c0330SpVDJ69Gh27tzJG2+8\nwf79+6moqECv1wubHk9PT8rLywkODm5ABZJU15rDwoULKS0tFWL5CxcubNGP9cMPP8TCwgJ7e3uc\nnJw4fPgwMplM6AqkpaWJVock2hQWFsbVq1dJTU1tU3pUUlISy5cvZ/HixXz33Xf07t0b+L+hhUwm\nIzc3t97w6ezZsygUCp599ll27NghqH1NLWcA3Lt3j9OnTwtfPBsbG7KysvD19SU/P18Iz8tkMhwd\nHcnLy0OlUlFSUtKkgHhLOM3S4oNaraayspLZs2fzz3/+E2NjY9F/Xrx4sdicMxgMjc41jhw5Im4e\npaWlYqlI0kk2MzNj0qRJLf3oG6AtaW9GRkY1kvdddXV1A+2JR/4uPXr0wN/fX8gJNCbyM3/+fHFc\n79u3L5s2bSIgIKDR7cyWIicnh1dffZU33ngDpVLJSy+9xO7du/nb3/7GgQMHRLxK23ceHh5UVFQQ\nFBTUIF4lEaFH31vd9/Hhhx9SVlaGk5MTVVVVvPfeey0qBj/55BMRr46Ojhw9ehSZTCYWu9LT00Wr\nw9ramtzcXH788UcGDRrEG2+88fts6kkKa01pEmg0GkGolpylm8KmTZsIDg6mqKgILy8vvL29W+3o\n/DjExsbi5uZGTk6O2OaTKG6SU0FAQABFRUVArTh1YwMLyRrqUculW7duYWxszI8//khKSopYcW6J\nzOZHH31EdXU1FRUVmJiYUFlZiU6nw8vLi06dOonEkJycLPSdp02bxvTp09t0xbZTp0418+fPZ/bs\n2YSHh+Pk5MSDBw8oLCzE09MTrVZbb7Prs88+Y8CAAZiYmFBTUyN0b42MjNDpdI1qPhw5coTu3btz\n6dIlcnJysLKyQqfTiQ0q6cRhaWkp9K+dnZ2Ry+WUlpYCte0aU1NT8vPzH+vG0hiWL19Ohw4dUCqV\noqKq2xZZv349JSUlmJiYNGmvtGvXLlQqlbjukpISwUuXnJV/SzHR1gkZqGeD9SgqKys5deoU1tbW\nwlm6KWzZsoWgoCCKi4vx8PDAy8ur1Y7Oj0NsbCyurq7k5uaKRCzFq8Rp9vf3F0pxJ06caPTGWVlZ\nKeK1bv/81q1byOVyjhw5QmpqqljYaInM5qeffopOp6OyslKY7Or1ejw9PfHz8xPxmpKSQmFhIUVF\nRUyePJn09HQmTpzY9gnZxsamRkpcjSEqKgqDwVDPVLEuJMlKgFGjRuHm5kafPn3Eds5vddVoDtIR\nOTU1Fa1WS0pKCqampoSEhGBubs6dO3cIDAxEJpPx5ptv8t133zX7eo9WzqmpqWI4oVKp8Pf3b3KL\nLTIykvj4eKqqqrh7965QdMvMzGT+/PmEhYVha2srFM4SExMpLi4mKyuLLl26sHjxYgoKCto0cA8c\nOICjoyM6nU5IIAINPAHXrFmDpaUlwcHBaLVabt68ybx581i6dCmurq6N9nHDw8MJCQkB4McffxRa\ntenp6UKP1szMDDs7O6qrq7G0tBTTagsLC3EakyzgNRqNOIa2NjFv374dvV4v1OEkSVRHR0diYmJY\nsmQJx44dQ6fTUVRU1Gil/+233woeqvRdJyYmtgl1rS0Tsq2tbbPxeuPGDQwGA7169WqUoSKpMwKM\nGTMGNzc3evfuLeL1t7pqNIfq6mpBAZX+V6FQEBwcjLm5OQkJCXTt2hWZTMacOXPE0K8pPFo5p6am\ncu3aNY4fPy5aj02dsq5evUpCQgJarZa7d+9SXV2Nh4cHWVlZzJkzhyNHjojNQYmFUTder1y5wo4d\nO9o+IXfu3Llm9uzZDbzTTpw40eTgqi5mzpxJcHAwPj4+HDt2jCFDhnD79m1UKhUBAQHNmgsCDBw4\nkIiIiBZfb2MoLCwUWqxSZdy9e3eSk5M5c+YMo0ePbpJb3Rw8PDxExQTQoUMHfvjhBw4fPiwU3aSh\nllwuR6PRYDAYKC8v56effmLq1KmkpaVRWVnJn//8Z4yMjOpdR1lZGYcPH2bo0KF8+umnbVohS5XU\ngQMHePDggej1LliwgJ07dwp+8Z07d/Dx8UGhUFBYWIivry+3bt1qUjhHwvr163nmmWdwcnIS1lvn\nz58XHmuTJ09mzZo1mJqaCsU4jUaDq6ur6AFKZgZarVZUo5I5qbGxseBM18Wj6oH/+te/UCqVYsvS\nyMhI9C2lJR8nJyfc3NzEdmZbbRO2FG1t4fTOO+80YMecPHmSF1544bHPnzVrFsHBwXh5eREeHs7g\nwYO5c+eOuAk9//zzzT5/6NChnDp16je9B2kmIcVrYWGhiNdz587x0ksvNaYb8Vj4+flhMBjE6cvK\nyoq9e/dy9OhREa/V1dWiKKobrydOnGDixIlCnOjZZ59FJpPVkxeQZEelnNbSCrlVQz1LS0veeeed\nBkOvzp07P9ZB98SJE0yaNIn8/Hx++OEH+vTpQ0ZGBra2tmRlZfHLL780eI5kWFhcXMzcuXOJiIjA\n29u7nixmayERvO3s7IiLixO8WQsLCyZOnIhcLuf+/fv1xLMfh/379wv3Y8ng0MTEhDfeeIMLFy6I\nIZaEkpIS0Xu0sbHh6aefxsHBgcrKSi5duiTUtlQqlTA4vX//Pvb29hw5cqRZ0f0nQffu3bly5Qqv\nvPKK6DNK2h9//etfycnJQa1W06FDBwwGA+bm5gQGBpKTk/PYZAy1P874+HhOnz5NQkIC3bp1w9XV\nlRkzZjB58mTCwsJYsGABUvJIS0tDp9MJDW1HR0dKS0upqqrC0tISIyMjioqKBFPGxMSEDRs2NPi7\nj1Z97733HrNnzxY9amdnZ9RqtRjySbokkmbBfzsZtzXu3r3L7NmzG8Srv78/n3zySbPPPXnyJBMm\nTCA/P5+wsDB69+5NZmamiNfIyMgGz5HsooqKipg/fz6nTp0SRc/q1auf6D1IgzxbW1uhgwO1g8Xx\n48eLeG3uJPAoJOU2KV5tbW1RKBTMnj2bS5cuid+EhNLSUrHUZGNjQ69evYTLkOTUbW9vXy9eHzx4\ngIODA0eOHGnWVupRtCohp6ens3fv3gYLId99912zg7s///nPDBs2TChy2dnZ0bdvX8aNG8f06dNx\ncHCgU6dODfzrpkyZAtR+wcnJybz88su4u7tjbW3NyZMnm/W7aw7ScoVCoRC9cEdHR8GJLSoqajTA\nm8Krr77KuHHjRC+psrKSLl26YG1tTZcuXZDJZGIqX1xcLI7JBoNBuBwUFRWhVqv58MMPuXz5Mjk5\nOfTv359NmzaxadMmtFot3bp1Y8SIEW3OV42NjaVfv34sX74clUolbIck6HQ6MjMzKSsrE5VkcXEx\nU6dOfexREWrpaY6Ojri5uWFtbc3ly5frOZQ8OhBavHgxVVVVlJeXC5U/if4ntSsk+66KigpBRaxL\nNYTajbG1a9c2uJ7q6mrMzc2FoYBUdRsMBiE4U1JSwsaNG1v7UbYIEg3094azszP79+9vEK/ff/89\nP/30U5PPGzJkCC+88AIajQZ3d3dsbGzo06cPL7/8MlOmTMHBwQE/P78G8Tdx4kSgtoBKSUlh3Lhx\nuLi4YG1tzenTp584Xp2cnBrEq5OTk4jX4uJivvzyyxa/3iuvvMKYMWPw8PDAx8cHjUZDQEAAlpaW\nBAQEYGRkRHFxMdnZ2ZSUlIhYMBgMnDlzhp49ewqR/gULFnDlyhVyc3Pp16+fYJBotVq6dOkinIZa\nila1LNzc3GrqKlJdu3aNVatWIZPJyMjIQKlUsnfvXmJiYkSpfv/+fQwGQz2+4rvvvkt2djYdO3bE\n09MTMzMzSkpK6N+/f4P+c3JyMnv27CExMZGhQ4fi7+/PwYMHycrKYvHixcjlcry9vVv8HqA24CdN\nmoRcLqdjx44olUrhyHvp0iV+/vlnHj58SEhISIs98KB22PXw4UMyMjKwsbEhPj6ep556Co1Gg1qt\nJjU1lTFjxpCdnY2Xl5cQP0lISKBPnz5cvHiRQ4cOsWLFChwcHLh8+bKQ7JSO1VlZWdy9e5fs7Ow2\nbVls3LgRT09PNBoN48ePb/KxGzZsoHfv3oIO9dlnnxEQEIBGo2nSDglqTxHS2rSbm1uzW54SQkND\nMTY2pqamBjs7OzQaDVZWVoI3XVFRgUqlQqVSkZKS0qCf/KjnW12sW7eOjh07otVqqaqqQqfT0aFD\nBwoLC4VLujS8a6kzSlugLVsWbm5uNXWpdNevX2fNmjXIZDIyMzNRKpXs3LmTuLg40X5oLF4/+OAD\nsrOzcXNzw8vLS2hQ9O3bV7BxJCQnJ7Nv3z4Rr35+fhw6dIjs7Gw++uijJ4rXZcuWiWrY3d0dMzMz\nbt26RVBQEJcvX+bChQsiXlvj17hixQrS0tLIzMzE2tqaxMREIcKkVqtJT09n5MiR5OTk4OnpKeI1\nMTGR3r1788svv7B3715Wr16Ng4MDV65cEZKdku5LdnY2vXv3ZuXKlb8fy6IuZsyYwYgRI9BqtXh6\nehIaGlrPmVpCYWFhPQnMzz//HF9fX2G7XlZWxpIlSxplb9y9e5dZs2Yxf/580tLSuHv3LkqlkrKy\nMiZNmiRcOFqKCRMmMHjwYH755RcGDx7M1KlTiY+P59dff0Wv15OcnCzuyC2Rl3wUu3btIiYmhh9+\n+AE/Pz8h81lcXCySiiRBqtfr6devH2lpafj4+FBdXU1RUZFQtfL09CQjI0MkZEnYOy8vr80Ct0uX\nLjXbtm0TFbCRkVGjPdnNmzdTXl4uZEITExNZvHgxe/bswcbGBmNj4yZ7k7dv38ZgMBAbG4uZmRnG\nxsaMGjWq2euSyPpGRkaUl5djamqKwWDA2NgYX19fUlNTCQgIIDk5meTk5AYcYEnQvDGsWLECCwsL\nfH19KSgowNjYmKqqKrRarVAFk6RCKysrMTU1bZFOxm/F78GyqIuZM2cyfPhwtFotHh4ebNiwoZ4z\ntYS6/nBQW9X7+PiIJSG1Ws1HH33UKHvj7t27zJ07lzlz5pCenk5CQgJKpZLy8nJeffXVetZvLcGU\nKVMYOHAgV65cYeDAgUyePJn4+HhiYmLQ6/WkpKSIeH2SNtOePXuIjY3lxx9/xNvbW8Sr1KqQWhIK\nhQKdTkffvn1JT0/Hx8dHqNY5OjqSmZmJh4cHmZmZ4vmS1MTWrVvbvof8KM6dO4eFhQUnT54kLS2N\ne/fuNbnxUjcZL1myhKqqKg4fPkxiYiIxMTFC2b8xfPnll1hZWbFr1y6h8L969Wo0Gg3nzp1r8fXq\n9Xqxgx4WFoZGoxF9Rk9PT0pKSjA3N6egoICioqJG6VstwdSpU9FoNELPQa/X89Zbb7Fo0SJh+aNW\nq3F3d8fOzk5s+qnVanJycrhw4YIYYpWWlmJvb09ycjJJSUmo1epW2Yq3FFIbxMTEpNFkDP+nw2xv\nb4+ZmRlPP/00e/bswcXFBVtb2yaT8dGjRzEYDNy/f19oF0s34kexYsUK8f+LioqE7oKNjY3YlLS0\ntBTKYDU1Nfz1r39tdCGjOd1ohUKBiYkJaWlpqFQqsSkmbQ1KVKm6ymO/VwvjvwVJRvXUqVOkp6eT\nlJTEpk2bGn1s3WS8fPlytFotR48e5d69e8TGxqLRaJqk0m3duhWVSsXu3bvRaDS88847rFy5Eo1G\nw88//9zi69XpdJw8eRKNRsPRo0dFHxdqh+ilpaWYm5uTn59PUVGRWNVvLSZPnoxGoxHqjnq9nr//\n/e9i5gC18erm5oadnR0PHz4U8Zqbm8vFixextbVtEK+SD19rqLytWp1OSUnho48+QqVScfr0aYKD\ng3FwcECn0+Hg4EBGRgYXL14kMDCwUVNRCdOmTWPHjh0oFAqsrKzw8PBo1gI9MTERf39/1q9fz6pV\nqzh48KCQ9JSWBQYOHEhgYCDdunVrss0gl8sZMGAAp06d4vbt2zg5OeHl5QXUUrNiYmLEBp9GoyEn\nJweVStWgum8JNm7cSFRUlOAnSpZPEudWoVCQkJCAwWCga9euVFdXN7juoUOHsnPnTvz8/DAzMyMo\nKIiCggKuXr3aqmt5HBISEh7LGYdaqcgjR46g0+lQqVTivVy8eLFJrYT169ej0+mEtKFOpxMC4xIk\n52aovw5tbW3dgCdsbGyMmZkZZWVlFBQUcPfuXb744otGN/WaG6a4u7szceJE9u7dS1VVFa6urqJ6\nl9ZdTU1NUavVlJeXi3bG5s2bm9X0aAy7du3C0tJSUAnLysqabe+0Fezt7XnrrbewsLDg7NmzHDt2\nDAcHB/R6Pfb29mRmZop+fnPxOmnSJHbv3o2JiYlwE6n7PT0K6fUkp5Eff/yR5cuXU1JSwqRJk/j4\n448ZOnQoXbt2pVu3bk22GaRj/9mzZ7lz5w4ODg7ClPTUqVPExsaiVCqxt7enqqpKaOQ8Wt23BKGh\nody4cQMfHx9kMpmwfJJ+4yYmJiQkJFBTU0OXLl0wGAz1rlvqCuzatQsfHx+USiWBgYEUFhZy7dq1\nFl9HqxKyjY0N3bt3F7v7kgJbU7zjxnDp0iUMBgM+Pj6MGDGCvn37MmXKFKKiour5xj2KnJwcZsyY\nQUhIiJj2mpmZ8fXXX/OPf/xD0OEmTJjArl27GmVtQO2gZ9y4cVy5ckUMjaTrcnd3Jycnh/fff7+e\nUI0kD9japZVevXrx7bff8p///IeAgABOnTrFqFGjKC8vp3///kRGRvKf//yHtWvXNjmUkPqiEyZM\n4MyZM2zZsqVFEohtgZ9//pnCwkKMjY15+PAhnp6euLq6CpaIhYUFubm5jar4/eMf/+Cjjz5i7ty5\nYgNPStpKpbJeQpaS8aMwNjZmy5YtaDQa5s+fz9y5c1mzZg3V1dWoVCrMzMzEgkljzr6NnSTWrVsn\nNKj37NnDxIkT2bNnD1lZWYL3XHejT5KQrKioEI4noaGhj21lPXjwAB8fH3bt2kVNTQ0Gg0FsjCmV\nSg4cOICRkRHjxo0DavukzakhPglsbGzo1q2bkH/09fWlV69eDfq+TaGmpobLly+TmZmJl5cXw4YN\n4+mnn2b69OmPdcHIy8tj5syZwj3DxsYGpVLJ9u3bgdqEeurUKaZMmcJzzz3XZOVsaWnJlStXiIyM\npLKyUsTrL7/8gpubG9nZ2cybNw8LCwvhASg5hLR2aeWpp55i+/btQr0tIiKC4cOHU1FRQb9+/YiM\njGTv3r2sW7euyaG/VCBOmTKFs2fPsmnTJi5evNjia2jV2be0tBQ3Nzd8fHx45513ePvttxtNxpK7\n7ddff13vuRs2bODw4cMEBwfz4MEDVq1axYsvvoiVlVWzyTgpKYmoqCjy8/OJjIzE0dGR999/n6Ki\nIjQajfiSNmzYwLvvvtvoFPvcuXPs2rULqE00nTp1wsbGRkxQJW5sRkZGo6phT7pB+Le//Y2TJ09y\n8OBBjI2NKSgoYPny5bz77rvMnDkTtVrdIvHzffv2sWXLFt59993fpWVRF7du3eLy5csAQkrQz8+P\nUaNGcebMGQYPHoy5uTlarbbJnp3k3Pzrr78K/8AbN26I/mxTztl1JR9nzpxJbm5uvURrampKYWEh\nDx8+pKKigsmTJzN9+vQGbtRAA3rg0qVL8fLyEqwKidoo6YNoNBoePnzI1atXBcdZqVRSVVUl/lta\nt9+8ebNILnUh2SP5+Piwbt06KioqMDIywsTERJhuGhkZUV1djVqtZt++fWzfvr3NkzHU0itdXV3x\n8vJi9uzZzJo1q9FkHB4eDtQuvNR97pdffsnRo0cJCgoiJSWFNWvW8PLLL2NlZdVsMn7w4AE3b94k\nLy+Pq1ev4uDgwPz58yksLESj0Qiu/ubNm5k7d26jMp8RERHs2bMHqBUzkpTYJIZSQUEBFy9eFHoi\nj+JJ4/W1117jp59+EjIGRUVFLFmyhLlz5/L6669TVlbW4MbfGHbv3s2mTZv44IMPWnUtrYpsY2Nj\nwR1+lBRel+tYXV0tqp5NmzaxYMECEZhqtZp58+YxduxYYTz6qB34o/j8889JSkrC3NwcS0tL5s2b\nx+eff46bmxsDBw7kwIEDHD9+HG9vb86cOcOjg8fo6GgGDRok7l4zZ84kPz+fmJgYUSVLeqs//PBD\nk35hjaGlQuvp6ekEBgZiaWlJr169UKvVgrrVGnzxxRctlpl8Uly6dIn8/HwuXrzIuHHjhCIe1AoM\nQW2L6HGLPACdOnXC2NgYhUIhROTNzMwEFaguP3XHjh0N1mAfTVROTk74+vpSVVXFW2+9xZ49e1i3\nbl2j4jJ1+8qSkpuRkRHu7u44Ojri4eHBt99+i0wmo7CwEGdnZ2xtbbG0tGTq1KmUl5eTk5ODnZ0d\nMplMDFzlcjnV1dUUFxcLYSKorXIlK6ZVq1ZhMBiorKwEEE4vUlLX6XSCLeLi4sKxY8eabRs8CSQ5\nS1tb2wZW9HXj1WAwiD2CLVu2sGjRImJiYlCpVILaNWrUKDp27Ii1tfVjh3JLlizhzp07Qpltzpw5\nrFy5End3d/785z9z6NAhwsPD8fLy4ty5c9y8ebPe86Ojo8XwDmqJA0VFRcTFxVFRUUFJSYnQINm3\nb1+jOt1NaWO3VJjrwYMHdO3aFZVKxVNPPUVZWZn4bbQG//znP+nZs2eLH9+qhGxiYkJWVhaxsbEo\nFApRIYSFhRETEwPU0qBMTU3p1asXlZWVuLm5ERISQmRkJNevX8fIyAg7Ozu+/vprrKys2L17t+Av\nNoVFixYxduxYRo8eTUZGBtHR0UycOBGZTEZ2djZXrlxBLpdz9OhROnfuTEBAAFDby9q7d2+DH/p3\n332Hu7s7xcXF1NTUkJWVRUVFhbiOprSeG0NTg8jGsG/fPtE7lCQE/4iYPXs2ZmZmIjmmpqYK6dKW\nIiwsjPLycmHbpNfrRW+tpqaGO3fuAPXbFS0ZymRlZTF+/HiRbC3vMG0kAAANY0lEQVQsLOo5ODQF\nSaQpJydHOC9LnPDq6mpsbW0pKioSAkn//Oc/CQkJEXMOSTTJzc0NlUpFWVkZcrkcpVIp+M/Dhw8X\nvGcTE5MGJwHpc5DU84yNjdHpdOLfmxP/eRKYmJiQnZ1NXFwcCoWCnTt3AnD48GHi4uKA2iGqQqGg\nV69eYjuyZ8+eXLt2jRs3biCTybC1tWX79u1YW1uzY8eOBlrhj2Lx4sWMHz+ekSNHingdP368iNer\nV68il8v56aef8Pf3x9/fH6iN1/379+Pj41Pv9b7//ntcXFwoLi7GYDCQnZ1NeXm5GD63Jl6bGkQ2\nht27d4ubgqWl5X8lXlvVQ5YMPZOSkkQjHWq5hzY2NhQXF/Ppp59y+PBh7t27x+TJk7lw4QJnz56l\nT58++Pn54enpya+//kpJSQkDBw587N98/fXXhc0L1JLPd+7ciV6v5/bt25SUlODr60tkZCQjRowQ\ngQK1PwzJASE1NRUHBwfMzc1JTEwUQSQdMZVKJffu3WuyV1xRUdEmX0jPnj0ZO3YsXl5edO/eXQiI\n/9FQdxNrzpw5rFq1SlTHLcGwYcMoKyujoqKCqqoq0tLS6NatGzKZjEuXLon1+8uXLxMREYGFhUWL\nKIZ1e885OTlibXbdunVA7TD1lVdeEapbEv7+97+zcuVKKisrBUMjKyuL9957j40bN5KTk4NSqaS6\nulrQ8o4dO8Zzzz0nhq9WVlYoFApyc3ORy+XodDosLCwoLy9n/fr19dp3NTU14vdiYWFBWVkZNTU1\n6HQ6UdFJ7RvJD7KtISXk8vJy7O3txXE/JSVFLEDZ2Nhw9OhRkpKSmDBhApcuXSIiIoLevXvj6+uL\nh4cHMTExlJSUtOim/Oabb7JixQrs7OzEoGvs2LEiXktLS/H19eXatWu8+OKLqNVqEa/Lli2jR48e\ndOjQgdTUVOzt7bGwsKjH3pJojFK8lpWVNTpQLi8vb5NZS8+ePRk/fjxeXl6Nbie2NVpVIRsZGTF6\n9Gj8/f3Jz8/Hx8eH0NBQOnXqxMSJE9FoNGIDKy0tjffeew+FQiFKfZlMxtmzZ8nPz8fPz49BgwY1\nu+t+//59li5dSkZGBqGhoQA8//zznD9/nldffRV7e3umTJkiDAjPnTvHiRMnOHnyJAsXLkSlUvHB\nBx9w5swZjI2NcXBwYNy4caLfGBcXR+fOnamoqKCiokJQoIAGriZ/+ctfWiSA3hIcOnQIDw+PJiUq\n/wh4tHXQmmR8//59zMzMqKqqEsMViZ6UmJhYTy9a0sduKd9bOmGcP3++noaB1NeTLHsexerVqzEY\nDMybN4+SkhLi4+PF72DOnDlCvEhKtJIh7/nz50UCl5THampq6NChA3Z2dsJ5pKamRvRC165dK8Tv\njYyMqKysxMjISEi+SlS+6upqMjMzUavVqNXqFltQtRRGRkaMGjWKTp06kZ+fj5eXFxs3bsTPz4/x\n48c3iNeFCxeKeJW0giMiIsjLy8PPz4+BAwdy+vTpJv/e/fv3Wbx4MZmZmYIiOHz4cNH6cnBwYOLE\niYSEhIh4PXnyJKdPnxZStO+99x5nz54VS1sTJkwQ39Pt27fx9/enoqKCyspK0tPTRQvhUVeTiRMn\nMmvWrDb5HP/zn//QsWPHJ1IYbC1a3bKIiYnBYDAwZMgQjh07Rm5uLsXFxSiVSr7//nv2799PWloa\n3t7edOzYkWPHjlFTU0NZWRmXL18mPT2d6upqEYiP9iELCwtZu3Yt0dHR+Pr6kpCQQFpaGjNmzOCL\nL77AzMwMPz8/3nzzTQYPHsw333zDwYMH+eijj1i/fr0wX50yZYqYLicmJhIXF8dbb72FwWAgJCSE\nhQsX8tVXX2FpaUlCQgLW1tb1KuO6x6CXX36Z/Px8oqOjW2VY2BT0ev1v0sz9b0KqPFuDkpISkpKS\nRAtArVbTv39/unfvzrPPPttAh6Q5CtWyZcvEMLYubt++3ejjm6JQabVa8Xck49u6f/fTTz+tp/6W\nmZkpHldTU4OPjw86nQ4zMzM8PDywtLQUwkYajYbq6mpxE5NeA2q/a5lMRlVVlZg3SAlZovC5urpi\nampa73ltARMTE+Li4jAYDAwaNIjjx4+Tl5cn1PX+/e9/88MPP5Ceno63tzfu7u4cP35cDHIvX75M\nWloa1dXV9O3bF6DB7KigoIB169bVi9f09HSmTZvG+vXrUSqV+Pr6MmfOHJ577jm2b9/OoUOHWLhw\nIevWrcPIyIjY2FgmTZok9CiSkpKIi4tj5syZGAwGevbsyYcffsjXX3+NSqUiMTGxXrzW1NTUi9dx\n48aRn5/PrVu3BCPst0Cn0zW7vdqWaFVClprpDg4OfPnll3h7e/Pcc8+JYZmU7N5++208PT2xsbHB\nzc2NvLw80tPTcXFxoVevXgQFBdW7o4WFhbF//36g9kjq7OzMvHnzeP755+nYsSMvvvgily9fRqFQ\n8NZbbxEcHCwWCIYMGUJsbCyHDx8GICYmhr59+3L69GneeecdvvjiC0pLSzl27BhvvvkmXl5eJCUl\nYWlpSVZWFubm5nTs2JFx48Zha2tLbGwssbGx4tr279/PrVu3WL16NWq1ut4abWuGfxJKS0uRy+VP\npCj338bVq1eFjTzQaGJsDDdv3uTGjRsEBQUREBDAoUOH6g3vJAaG9J03hyVLluDq6trg3996660W\nXYuEuhW/s7Nzo9WTQqFArVYL5khaWhp5eXlYWlpy7do1sTEo9X0l5xipslu6dCnLli0TusgmJiZi\n20+pVOLt7Y2npyfOzs7Y2dnh6+tL586dUalUdO3atVXvpyWQhtX29vZ89dVX+Pj48Oyzz4q+qMFg\nIDg4mFmzZuHh4SHiNT8/n4yMDJydnUW81j0xHj58mAMHDgC1FDNnZ2cWLFjA8OHDcXd3Z/jw4URG\nRqJQKHjzzTcJCgoSGuODBw8mPj5emAjfvn2bp59+mnPnzjF79mzWr19PaWkp4eHhvPHGG3h5eXH/\n/n2srKzIzs7G3Nwcd3d3xowZI+JV6odDrXBQXFwcK1asoKKioh6PvSmT3uYg6WM/iaLck6BVCdnU\n1BSVSiXcl93c3OpVuImJiUKGU/qQzMzMRAIqKCjgwYMH5OXl8e2333Lu3DmioqIIDAwkODgYqFWM\n6t69Ox9//DELFizg448/5h//+Ac5OTm8/fbb/Prrr2zdupXQ0FAiIiJIT08nOjpaGHR6eXnh4OCA\np6cnYWFhBAUFCd8zrVaLu7s77u7ujBw5UghYV1RUMGvWLE6dOsWIESP4/vvvhdyet7c3f//73/nT\nn/5EWVkZ9vb24r09CbWmNQOI/yVSUlLqUQp37tzZYvfc119/vd7gp2PHjo1yjaXHfPHFF42+zqpV\nq4DaIG5LNLVOvXDhQkEplMvlQodZcoKQqJkSc0IS5JeUwaRBo7m5uWCUyGQy3N3dcXV1JS8vT9jC\nFxQUkJCQILY0Hzx40KqBU0sgxWv//v1FJV63wr13757YrpSGrFK8Ojg4CFGv/Px8du7cSUREBDdu\n3KBr164EBQUBtTfVrl27snDhQt59912WLFnC6tWryc3NZdasWcTExLBt2zY2btzIhQsXyMjIIDIy\nEplMxv79+/Hw8BALH4cPHyYwMJCMjAwKCwvRarW4ubnh5ubGiy++WC9e586dy5kzZxgzZgx79uwR\npxQvLy/+9re/MWDAALE1J52mnjReWyMv8VvR6qFeQkICISEhuLi4UFdoaMGCBfj7+/P555+Tl5fH\nvXv3UCgUDBs2jLi4OH7++WcMBgNjxoyhe/fuTJs2DTc3N+Li4sjLy2PJkiW8/fbbXL9+nbNnz9K1\na1fCwsKYOXMm1tbWjBw5kuTkZCorK+nWrRtmZmZERUXRv39/pk2bxuDBg4mLi0Mul+Pk5CSm6lFR\nURQUFLBs2TJOnjwpNrqSk5PJzMwUw7ouXbqI/plEZdJoNHh5eTFixAjWrl0rBIPWrl3Ljh07hG5q\na9BSmtz/GsbGxnh7ewsXid/SP2tK4Adqp/xN+eG1pm+9ZcsWbGxsmlz7BoQ9U3MtEokBUVJSIihq\nkqCMXC7H2dmZvLw8PD09hXi69J1KIv2SDICkhyExOqShnk6nE1rMlZWVaDQanJyc2twrUdIbCQ4O\nxtnZuZ5n36JFi7Czs2PlypXk5uYSHR2NXC7nhRdeIC4ujvPnz1NdXc3LL79MYGAgkyZNwtXVlTt3\n7pCfn89nn33G0aNHuXjxIhEREXTp0oUff/yR119/HWtra0aMGEFycjK7d+9uEK+vvfYahYWF3L59\nWxRrUt//5s2bFBYWsnjxYs6cOSOkBsaPH092draI14CAACGduWrVKlatWkVlZSUeHh4MGzaM0NBQ\nbG1tSUhIEG231kjqStDr9W3e228OrRIXMjIyygNSH/vAdvze8KypqXFoqxdr/17/MGj/Xv//RYu+\n21Yl5Ha0ox3taMfvh993B7cd7WhHO9rRYrQn5Ha0ox3t+IOgPSG3ox3taMcfBO0JuR3taEc7/iBo\nT8jtaEc72vEHQXtCbkc72tGOPwjaE3I72tGOdvxB0J6Q29GOdrTjD4L2hNyOdrSjHX8Q/D/0uEVH\nVfqZCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=cv2.imread('cat.jpg',0)\n",
    "ret,thresh1=cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n",
    "ret,thresh2=cv2.threshold(img,127,255,cv2.THRESH_BINARY_INV)\n",
    "ret,thresh3=cv2.threshold(img,127,255,cv2.THRESH_TRUNC)\n",
    "ret,thresh4=cv2.threshold(img,127,255,cv2.THRESH_TOZERO)\n",
    "ret,thresh5=cv2.threshold(img,127,255,cv2.THRESH_TOZERO_INV)\n",
    "titles = ['Original Image','BINARY','BINARY_INV','TRUNC','TOZERO','TOZERO_INV']\n",
    "images = [img, thresh1, thresh2, thresh3, thresh4, thresh5]\n",
    "for i in range(6):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    plt.imshow(images[i],'gray')\n",
    "    plt.title(titles[i])\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Mz89TLDYTAGSFsG3bNgKBAC6Xi7a2NrxeL/l8nnK5zM0338zP/dzPAc2HrVgsksvlcLlc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\nAgICygTB4AcEBASUCf4/NrJw8xMQkcgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('cat.jpg',0)\n",
    "# 中值滤波\n",
    "img = cv2.medianBlur(img,5)\n",
    "ret,th1 = cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n",
    "\n",
    "th2 = cv2.adaptiveThreshold(img,255,cv2.ADAPTIVE_THRESH_MEAN_C,cv2.THRESH_BINARY,11,2)\n",
    "th3 = cv2.adaptiveThreshold(img,255,cv2.ADAPTIVE_THRESH_GAUSSIAN_C,cv2.THRESH_BINARY,11,2)\n",
    "\n",
    "titles = ['Original Image', 'Global Thresholding (v = 127)','Adaptive Mean Thresholding', 'Adaptive Gaussian Thresholding']\n",
    "images = [img, th1, th2, th3]\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    plt.imshow(images[i],'gray')\n",
    "    plt.title(titles[i])\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
